{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "9257b930",
   "metadata": {},
   "source": [
    "-------------\n",
    "* 日期：week12\n",
    "* 课程：python数据分析\n",
    "* 记录人：吴粤\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9f477d1b",
   "metadata": {},
   "source": [
    "# 上周内容翻页获取页面数据"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2b943729",
   "metadata": {},
   "source": [
    "# 实践 猎聘网站"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "09f0061a",
   "metadata": {},
   "source": [
    "> 1.实现基本数据获取    \n",
    "> 2.实现岗位数据分析"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "281eecec",
   "metadata": {},
   "source": [
    "## 1.请求页面准备       \n",
    "> 1.找到页面的数据API接口            \n",
    "> 2.提供正确的用户请求（payload）      \n",
    "> 3.准备请求的headers，增加cookie信息，（用户登录之后的cookie），保证数据的合理性"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "044d8e18",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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'%7B%22jobId%22%3A%2257515707%22%2C%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22v36hi812yao8dawkkai2vuvv06nq2d0b%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%22z0bz071flsw02izwxhy5b8jue7eee7y8%22%2C%22fkId%22%3A%22v36hi812yao8dawkkai2vuvv06nq2d0b%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D', 'dataParams': '{\"jobId\":\"57515707\",\"jobKind\":\"2\",\"imId\":\"2e2678cb5cd647bb7ea58b95d93937d7\",\"imUserType\":\"2\",\"recruiterName\":\"齐女士\",\"userId\":\"9224e21535a0770f9d45710a02ad2182\",\"recruiterPhoto\":\"5f8f9865ea60860b75384fa508u.jpg\"}'}, {'job': {'labels': ['产品设计', '需求分析'], 'jobId': '44316525', 'title': '产品经理', 'salary': '12-20k', 'dq': '广州-黄埔区', 'jobKind': '2', 'requireWorkYears': '1-3年', 'requireEduLevel': '本科', 'advViewFlag': False, 'refreshTime': '20230406170509', 'pcOuterLink': '', 'h5OuterLink': '', 'topJob': False, 'link': 'https://www.liepin.com/job/1944316525.shtml', 'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=37&skId=z0bz071flsw02izwxhy5b8jue7eee7y8&fkId=v36hi812yao8dawkkai2vuvv06nq2d0b&ckId=v36hi812yao8dawkkai2vuvv06nq2d0b&sfrom=search_job_pc&curPage=0&pageSize=40&index=37'}, 'comp': {'compScale': '50-99人', 'compId': 12155019, 'compStage': 'A轮', 'compLogo': '60d97ac1208b48306211569801u.png', 'compName': '千里眼(广州)人工智能科技有限公司', 'link': 'https://www.liepin.com/company/12155019/', 'compIndustry': '人工智能'}, 'recruiter': {'chatted': False, 'imId': 'fc94b91b540b7f07cde5ca55a88b4d39', 'imUserType': '2', 'recruiterName': '朱女士', 'recruiterTitle': '行政专员', 'recruiterId': 'd23bfd561d4618fd321935c5956f05c6', 'recruiterPhoto': '5f8f9866dfb13a7dee342f1808u.jpg'}, 'dataInfo': '%7B%22jobId%22%3A%2244316525%22%2C%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22v36hi812yao8dawkkai2vuvv06nq2d0b%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%22z0bz071flsw02izwxhy5b8jue7eee7y8%22%2C%22fkId%22%3A%22v36hi812yao8dawkkai2vuvv06nq2d0b%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D', 'dataParams': '{\"jobId\":\"44316525\",\"jobKind\":\"2\",\"imId\":\"fc94b91b540b7f07cde5ca55a88b4d39\",\"imUserType\":\"2\",\"recruiterName\":\"朱女士\",\"userId\":\"d23bfd561d4618fd321935c5956f05c6\",\"recruiterPhoto\":\"5f8f9866dfb13a7dee342f1808u.jpg\"}'}, {'job': {'labels': ['AI人工智能产品', 'IT互联网', '电子商务', '批发/零售'], 'jobId': '45394213', 'title': 'AI产品经理', 'salary': '15-22k·13薪', 'dq': '广州', 'jobKind': '1', 'requireWorkYears': '1-3年', 'requireEduLevel': '统招本科', 'advViewFlag': False, 'refreshTime': '20230418135134', 'topJob': False, 'link': 'https://www.liepin.com/a/45394213.shtml', 'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=38&skId=z0bz071flsw02izwxhy5b8jue7eee7y8&fkId=v36hi812yao8dawkkai2vuvv06nq2d0b&ckId=v36hi812yao8dawkkai2vuvv06nq2d0b&sfrom=search_job_pc&curPage=0&pageSize=40&index=38'}, 'comp': {'compScale': '2000-5000人', 'compStage': '融资未公开', 'compLogo': '60e2fe0bf3df194a3c48adb502u.png', 'compName': '某国内大型食品/饮料/酒水公司', 'link': '', 'compIndustry': '食品/饮料/酒水'}, 'recruiter': {'chatted': False, 'imId': '1ea5a0993d3cd147540202c0778f1521', 'imUserType': '2', 'recruiterName': '曹先生', 'recruiterTitle': '猎头顾问', 'recruiterId': 'bc5aeb6fbe53ec20a08be7d47ba8d3cf', 'recruiterPhoto': '643de937ffcb574c11fc7efa02u.png'}, 'dataInfo': '%7B%22jobId%22%3A%2245394213%22%2C%22jobKind%22%3A%221%22%2C%22ckId%22%3A%22v36hi812yao8dawkkai2vuvv06nq2d0b%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%22z0bz071flsw02izwxhy5b8jue7eee7y8%22%2C%22fkId%22%3A%22v36hi812yao8dawkkai2vuvv06nq2d0b%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D', 'dataParams': '{\"jobId\":\"45394213\",\"jobKind\":\"1\",\"imId\":\"1ea5a0993d3cd147540202c0778f1521\",\"imUserType\":\"2\",\"recruiterName\":\"曹先生\",\"userId\":\"bc5aeb6fbe53ec20a08be7d47ba8d3cf\",\"recruiterPhoto\":\"643de937ffcb574c11fc7efa02u.png\"}'}, {'job': {'labels': ['社交产品', '平台产品', '工具产品', '社交网络', '产品设计', '流程设计', '产品规划', '团队管理'], 'jobId': '52471955', 'title': '产品经理', 'salary': '10-15k', 'dq': '广州-海珠区', 'jobKind': '2', 'requireWorkYears': '1-3年', 'requireEduLevel': '本科', 'advViewFlag': False, 'refreshTime': '20230411141336', 'pcOuterLink': '', 'h5OuterLink': '', 'topJob': False, 'link': 'https://www.liepin.com/job/1952471955.shtml', 'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=39&skId=z0bz071flsw02izwxhy5b8jue7eee7y8&fkId=v36hi812yao8dawkkai2vuvv06nq2d0b&ckId=v36hi812yao8dawkkai2vuvv06nq2d0b&sfrom=search_job_pc&curPage=0&pageSize=40&index=39'}, 'comp': {'compScale': '1000-2000人', 'compId': 13001749, 'compLogo': '61a5bb22f96ca95918aa2e9206u.png', 'compName': '广东森宝文化实业有限公司', 'link': 'https://www.liepin.com/company/13001749/', 'compIndustry': '工艺品'}, 'recruiter': {'chatted': False, 'imId': '3856590f4c95362ab8186adbf6c31dd6', 'imUserType': '2', 'recruiterName': '陈女士', 'recruiterTitle': '招聘专员', 'recruiterId': '37d22e9e32bcd9386756075cb8790a78', 'recruiterPhoto': '5f8f9866dfb13a7dee342f1808u.jpg'}, 'dataInfo': '%7B%22jobId%22%3A%2252471955%22%2C%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22v36hi812yao8dawkkai2vuvv06nq2d0b%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%22z0bz071flsw02izwxhy5b8jue7eee7y8%22%2C%22fkId%22%3A%22v36hi812yao8dawkkai2vuvv06nq2d0b%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D', 'dataParams': '{\"jobId\":\"52471955\",\"jobKind\":\"2\",\"imId\":\"3856590f4c95362ab8186adbf6c31dd6\",\"imUserType\":\"2\",\"recruiterName\":\"陈女士\",\"userId\":\"37d22e9e32bcd9386756075cb8790a78\",\"recruiterPhoto\":\"5f8f9866dfb13a7dee342f1808u.jpg\"}'}], 'compList': []}, 'passThroughData': {'ckId': 'v36hi812yao8dawkkai2vuvv06nq2d0b', 'scene': 'condition', 'skId': 'z0bz071flsw02izwxhy5b8jue7eee7y8', 'fkId': 'v36hi812yao8dawkkai2vuvv06nq2d0b', 'sfrom': 'search_job_pc'}, 'pagination': {'currentPage': 0, 'totalPage': 10, 'pageSize': 40, 'totalCounts': 800, 'hasNext': False}}}\n"
     ]
    }
   ],
   "source": [
    "import requests\n",
    "import json\n",
    "\n",
    "url = \"https://apic.liepin.com/api/com.liepin.searchfront4c.pc-search-job\"\n",
    "payload = {\n",
    "    \"data\":{\n",
    "        \"mainSearchPcConditionForm\":{\n",
    "            \"city\":\"050020\",\n",
    "            \"dq\":\"050020\",\n",
    "            \"pubTime\":\"\",\n",
    "            \"currentPage\":\"0\",\n",
    "            \"pageSize\":40,\n",
    "            \"key\":\"产品经理\",\n",
    "            \"suggestTag\":\"\",\n",
    "            \"workYearCode\":\"1$3\",\n",
    "            \"compId\":\"\",\n",
    "            \"compName\":\"\",\n",
    "            \"compTag\":\"\",\n",
    "            \"industry\":\"\",\n",
    "            \"salary\":\"\",\n",
    "            \"jobKind\":\"\",\n",
    "            \"compScale\":\"\",\n",
    "            \"compKind\":\"\",\n",
    "            \"compStage\":\"\",\n",
    "            \"eduLevel\":\"\"},\n",
    "        \"passThroughForm\":{\n",
    "            \"scene\":\"condition\",\n",
    "            \"skId\":\"z0bz071flsw02izwxhy5b8jue7eee7y8\",\n",
    "            \"fkId\":\"8dvrtmhirdk3wdbhone8thq8dntxfy98\",\n",
    "            \"ckId\":\"v36hi812yao8dawkkai2vuvv06nq2d0b\",\n",
    "            \"suggest\":None\n",
    "        }\n",
    "    }\n",
    "}\n",
    "\n",
    "# headers = {\n",
    "  #  'Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/96.0.4664.45 Safari/537.36'\n",
    "#}\n",
    "\n",
    "# set the headers\n",
    "headers = {\n",
    "    'Accept': 'application/json, text/plain, */*',\n",
    "    'Accept-Encoding': 'gzip, deflate, br',\n",
    "    'Accept-Language': 'zh-CN,zh;q=0.9',\n",
    "    'Cache-Control': 'no-cache',\n",
    "    'Connection': 'keep-alive',\n",
    "    'Content-Length': '490',\n",
    "    'Content-Type': 'application/json;charset=UTF-8;',\n",
    "    'Cookie': '__gc_id=0baa2ddaa7774d8fba2b9c2c3d8ba166; __uuid=1670205465393.76; XSRF-TOKEN=jFbKBscGQu-Qqzq9Ues4pQ; _ga=GA1.1.918067290.1681902564; __tlog=1681902565833.98%7C00000000%7C00000000%7C00000000%7C00000000; Hm_lvt_a2647413544f5a04f00da7eee0d5e200=1681902572; __session_seq=21; __uv_seq=21; Hm_lpvt_a2647413544f5a04f00da7eee0d5e200=1681904656; _ga_54YTJKWN86=GS1.1.1681906862.2.0.1681906862.0.0.0',\n",
    "    'Host': 'apic.liepin.com',\n",
    "    'Origin': 'https://www.liepin.com',\n",
    "    'Pragma': 'no-cache',\n",
    "    'Referer': 'https://www.liepin.com/',\n",
    "    'sec-ch-ua': '\"Google Chrome\";v=\"111\", \"Not(A:Brand\";v=\"8\", \"Chromium\";v=\"111\"',\n",
    "    'sec-ch-ua-mobile': '?0',\n",
    "    'sec-ch-ua-platform': 'Windows\"',\n",
    "    'Sec-Fetch-Dest': 'empty',\n",
    "    'Sec-Fetch-Mode': 'cors',\n",
    "    'Sec-Fetch-Site': 'same-site',\n",
    "    'User-Agent': 'Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/105.0.0.0 Safari/537.36',\n",
    "    'X-Client-Type': 'web',\n",
    "    'X-Fscp-Bi-Stat': '{\"location\": \"https://www.liepin.com/zhaopin/?city=050020&dq=050020&pubTime=¤tPage=0&pageSize=40&key=%E4%BA%A7%E5%93%81%E7%BB%8F%E7%90%86&suggestTag=&workYearCode=1$3&compId=&compName=&compTag=&industry=&salary=&jobKind=&compScale=&compKind=&compStage=&eduLevel=&otherCity=&ckId=8dvrtmhirdk3wdbhone8thq8dntxfy98&scene=condition&skId=z0bz071flsw02izwxhy5b8jue7eee7y8&fkId=8dvrtmhirdk3wdbhone8thq8dntxfy98&sfrom=search_job_pc&suggestId=\"',\n",
    "    'X-Fscp-Fe-Version': '',\n",
    "    'X-Fscp-Std-Info': '{\"client_id\": \"40108\"}',\n",
    "    'X-Fscp-Trace-Id': 'cf1da507-19a3-480f-b7e5-c649f6f5432c',\n",
    "    'X-Fscp-Version': '1.1',\n",
    "    'X-Requested-With': 'XMLHttpRequest',\n",
    "    'X-XSRF-TOKEN': 'jFbKBscGQu-Qqzq9Ues4pQ'\n",
    "}\n",
    "\n",
    "# send a POST request with headers\n",
    "r = requests.post(url,data=json.dumps(payload),headers=headers)\n",
    "\n",
    "# extract the JSON data from the response\n",
    "response_data = r.json()\n",
    "\n",
    "# example: print the number of job postings returned\n",
    "print(response_data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "f19a0905",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "78626e0d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'flag': 1,\n",
       " 'data': {'data': {'jobCardList': [{'job': {'labels': ['产品开发', '产品规划', '产品运营'],\n",
       "      'jobId': '58002363',\n",
       "      'title': '电商产品经理',\n",
       "      'salary': '10-15k·13薪',\n",
       "      'dq': '广州-越秀区',\n",
       "      'jobKind': '2',\n",
       "      'requireWorkYears': '1-3年',\n",
       "      'requireEduLevel': '大专',\n",
       "      'advViewFlag': True,\n",
       "      'refreshTime': '20230421104505',\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'topJob': True,\n",
       "      'link': 'https://www.liepin.com/job/1958002363.shtml',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=0&skId=z0bz071flsw02izwxhy5b8jue7eee7y8&fkId=v36hi812yao8dawkkai2vuvv06nq2d0b&ckId=v36hi812yao8dawkkai2vuvv06nq2d0b&sfrom=search_job_pc&curPage=0&pageSize=40&index=0'},\n",
       "     'comp': {'compScale': '50-99人',\n",
       "      'compId': 9720899,\n",
       "      'compLogo': '62946d5979452e421251b7f707u.png',\n",
       "      'compName': '广州愚记贸易有限公司',\n",
       "      'link': 'https://www.liepin.com/company/9720899/',\n",
       "      'compIndustry': '批发/零售'},\n",
       "     'recruiter': {'chatted': False,\n",
       "      'imId': '561ff6e28a2e9cb4aa6795a3148228ff',\n",
       "      'imUserType': '2',\n",
       "      'recruiterName': '刘女士',\n",
       "      'recruiterTitle': '人事经理',\n",
       "      'recruiterId': 'e478580dede58f33b410edb79f6d12d0',\n",
       "      'recruiterPhoto': '5f8f986779c7cc70efbf36c008u.jpg'},\n",
       "     'dataInfo': '%7B%22jobId%22%3A%2258002363%22%2C%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22v36hi812yao8dawkkai2vuvv06nq2d0b%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%22z0bz071flsw02izwxhy5b8jue7eee7y8%22%2C%22fkId%22%3A%22v36hi812yao8dawkkai2vuvv06nq2d0b%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'dataParams': '{\"jobId\":\"58002363\",\"jobKind\":\"2\",\"imId\":\"561ff6e28a2e9cb4aa6795a3148228ff\",\"imUserType\":\"2\",\"recruiterName\":\"刘女士\",\"userId\":\"e478580dede58f33b410edb79f6d12d0\",\"recruiterPhoto\":\"5f8f986779c7cc70efbf36c008u.jpg\"}'},\n",
       "    {'job': {'labels': ['神外', '医生'],\n",
       "      'jobId': '58215521',\n",
       "      'title': '神外产品销售经理 Product Sales Manager',\n",
       "      'salary': '12-15k·15薪',\n",
       "      'dq': '广州-越秀区',\n",
       "      'jobKind': '2',\n",
       "      'requireWorkYears': '1-3年',\n",
       "      'requireEduLevel': '统招本科',\n",
       "      'advViewFlag': False,\n",
       "      'refreshTime': '20230428143658',\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'topJob': False,\n",
       "      'link': 'https://www.liepin.com/job/1958215521.shtml',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=1&skId=z0bz071flsw02izwxhy5b8jue7eee7y8&fkId=v36hi812yao8dawkkai2vuvv06nq2d0b&ckId=v36hi812yao8dawkkai2vuvv06nq2d0b&sfrom=search_job_pc&curPage=0&pageSize=40&index=1'},\n",
       "     'comp': {'compScale': '10000人以上',\n",
       "      'compId': 7023768,\n",
       "      'compStage': '已上市',\n",
       "      'compLogo': '5bfe9d4974719d2aa34b5ab303a.png',\n",
       "      'compName': '复星医药集团',\n",
       "      'link': 'https://www.liepin.com/company/7023768/',\n",
       "      'compIndustry': '制药'},\n",
       "     'recruiter': {'chatted': False,\n",
       "      'imId': 'f8a500e0eab81d475153eb2d84a8b1de',\n",
       "      'imUserType': '2',\n",
       "      'recruiterName': '张先生',\n",
       "      'recruiterTitle': '人力资源专员',\n",
       "      'recruiterId': '5445ba45a2189a2b1a078f176245fc3b',\n",
       "      'recruiterPhoto': '5f8f986aea60860b75384fab08u.jpg'},\n",
       "     'dataInfo': '%7B%22jobId%22%3A%2258215521%22%2C%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22v36hi812yao8dawkkai2vuvv06nq2d0b%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%22z0bz071flsw02izwxhy5b8jue7eee7y8%22%2C%22fkId%22%3A%22v36hi812yao8dawkkai2vuvv06nq2d0b%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'dataParams': '{\"jobId\":\"58215521\",\"jobKind\":\"2\",\"imId\":\"f8a500e0eab81d475153eb2d84a8b1de\",\"imUserType\":\"2\",\"recruiterName\":\"张先生\",\"userId\":\"5445ba45a2189a2b1a078f176245fc3b\",\"recruiterPhoto\":\"5f8f986aea60860b75384fab08u.jpg\"}'},\n",
       "    {'job': {'labels': ['IT互联网', 'to C', '移动端产品', '产品规划'],\n",
       "      'jobId': '58425003',\n",
       "      'title': '高级产品PM',\n",
       "      'salary': '20-35k',\n",
       "      'dq': '广州-天河区',\n",
       "      'jobKind': '2',\n",
       "      'requireWorkYears': '1-3年',\n",
       "      'requireEduLevel': '本科',\n",
       "      'advViewFlag': False,\n",
       "      'refreshTime': '20230510085022',\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'topJob': False,\n",
       "      'link': 'https://www.liepin.com/job/1958425003.shtml',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=2&skId=z0bz071flsw02izwxhy5b8jue7eee7y8&fkId=v36hi812yao8dawkkai2vuvv06nq2d0b&ckId=v36hi812yao8dawkkai2vuvv06nq2d0b&sfrom=search_job_pc&curPage=0&pageSize=40&index=2'},\n",
       "     'comp': {'compScale': '100-499人',\n",
       "      'compId': 13538001,\n",
       "      'compLogo': '62575742add4e43f41d8825e07u.jpg',\n",
       "      'compName': '北京外企德科人力资源服务深圳有限公司广州分公司',\n",
       "      'link': 'https://www.liepin.com/company/13538001/',\n",
       "      'compIndustry': '人力资源服务'},\n",
       "     'recruiter': {'chatted': False,\n",
       "      'imId': '8cd623ca6b256b8f27604c803496f761',\n",
       "      'imUserType': '2',\n",
       "      'recruiterName': '戴先生',\n",
       "      'recruiterTitle': '招聘经理',\n",
       "      'recruiterId': '76b3c5fa37c28d5b0833ed7f44c37e6d',\n",
       "      'recruiterPhoto': '5f8f986c79c7cc70efbf36c808u.jpg'},\n",
       "     'dataInfo': '%7B%22jobId%22%3A%2258425003%22%2C%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22v36hi812yao8dawkkai2vuvv06nq2d0b%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%22z0bz071flsw02izwxhy5b8jue7eee7y8%22%2C%22fkId%22%3A%22v36hi812yao8dawkkai2vuvv06nq2d0b%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'dataParams': '{\"jobId\":\"58425003\",\"jobKind\":\"2\",\"imId\":\"8cd623ca6b256b8f27604c803496f761\",\"imUserType\":\"2\",\"recruiterName\":\"戴先生\",\"userId\":\"76b3c5fa37c28d5b0833ed7f44c37e6d\",\"recruiterPhoto\":\"5f8f986c79c7cc70efbf36c808u.jpg\"}'},\n",
       "    {'job': {'labels': ['泌尿外科'],\n",
       "      'jobId': '57157157',\n",
       "      'title': '医药产品经理',\n",
       "      'salary': '25-30k·14薪',\n",
       "      'dq': '广州-越秀区',\n",
       "      'jobKind': '2',\n",
       "      'requireWorkYears': '1-3年',\n",
       "      'requireEduLevel': '硕士',\n",
       "      'advViewFlag': False,\n",
       "      'refreshTime': '20230321153342',\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'topJob': False,\n",
       "      'link': 'https://www.liepin.com/job/1957157157.shtml',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=3&skId=z0bz071flsw02izwxhy5b8jue7eee7y8&fkId=v36hi812yao8dawkkai2vuvv06nq2d0b&ckId=v36hi812yao8dawkkai2vuvv06nq2d0b&sfrom=search_job_pc&curPage=0&pageSize=40&index=3'},\n",
       "     'comp': {'compScale': '2000-5000人',\n",
       "      'compId': 8275623,\n",
       "      'compStage': '港股上市',\n",
       "      'compLogo': '5bfe916674719d35745ad29703a.png',\n",
       "      'compName': '康方生物',\n",
       "      'link': 'https://www.liepin.com/company/8275623/',\n",
       "      'compIndustry': '制药'},\n",
       "     'recruiter': {'chatted': False,\n",
       "      'imId': 'd4cc4bca17cae276aefc9b4a2bd8879c',\n",
       "      'imUserType': '2',\n",
       "      'recruiterName': '刘先生',\n",
       "      'recruiterTitle': '高级医学信息沟通专员',\n",
       "      'recruiterId': '22ab2b1a88769c3259935c280d474240',\n",
       "      'recruiterPhoto': '5f8f986aea60860b75384fab08u.jpg'},\n",
       "     'dataInfo': '%7B%22jobId%22%3A%2257157157%22%2C%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22v36hi812yao8dawkkai2vuvv06nq2d0b%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%22z0bz071flsw02izwxhy5b8jue7eee7y8%22%2C%22fkId%22%3A%22v36hi812yao8dawkkai2vuvv06nq2d0b%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'dataParams': '{\"jobId\":\"57157157\",\"jobKind\":\"2\",\"imId\":\"d4cc4bca17cae276aefc9b4a2bd8879c\",\"imUserType\":\"2\",\"recruiterName\":\"刘先生\",\"userId\":\"22ab2b1a88769c3259935c280d474240\",\"recruiterPhoto\":\"5f8f986aea60860b75384fab08u.jpg\"}'},\n",
       "    {'job': {'labels': ['市场营销', '产品管理', '产品开发'],\n",
       "      'jobId': '45177357',\n",
       "      'title': ' Product Manager ',\n",
       "      'salary': '25-30k',\n",
       "      'dq': '广州',\n",
       "      'jobKind': '1',\n",
       "      'requireWorkYears': '1-3年',\n",
       "      'requireEduLevel': '本科及以上',\n",
       "      'advViewFlag': False,\n",
       "      'refreshTime': '20230506095252',\n",
       "      'topJob': False,\n",
       "      'link': 'https://www.liepin.com/a/45177357.shtml',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=4&skId=z0bz071flsw02izwxhy5b8jue7eee7y8&fkId=v36hi812yao8dawkkai2vuvv06nq2d0b&ckId=v36hi812yao8dawkkai2vuvv06nq2d0b&sfrom=search_job_pc&curPage=0&pageSize=40&index=4'},\n",
       "     'comp': {'compScale': '2000-5000人',\n",
       "      'compStage': '融资未公开',\n",
       "      'compLogo': '60e2fe0bf3df194a3c48adb502u.png',\n",
       "      'compName': '某国内大型快消品公司',\n",
       "      'link': '',\n",
       "      'compIndustry': '日化'},\n",
       "     'recruiter': {'chatted': False,\n",
       "      'imId': '9cfdabc8878349689809d03804875792',\n",
       "      'imUserType': '2',\n",
       "      'recruiterName': '孙女士',\n",
       "      'recruiterTitle': '猎头顾问',\n",
       "      'recruiterId': '47227c6fbfcd952686963be95b15422d',\n",
       "      'recruiterPhoto': '6321be3095ee1c04143439eb01u.jpeg'},\n",
       "     'dataInfo': '%7B%22jobId%22%3A%2245177357%22%2C%22jobKind%22%3A%221%22%2C%22ckId%22%3A%22v36hi812yao8dawkkai2vuvv06nq2d0b%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%22z0bz071flsw02izwxhy5b8jue7eee7y8%22%2C%22fkId%22%3A%22v36hi812yao8dawkkai2vuvv06nq2d0b%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'dataParams': '{\"jobId\":\"45177357\",\"jobKind\":\"1\",\"imId\":\"9cfdabc8878349689809d03804875792\",\"imUserType\":\"2\",\"recruiterName\":\"孙女士\",\"userId\":\"47227c6fbfcd952686963be95b15422d\",\"recruiterPhoto\":\"6321be3095ee1c04143439eb01u.jpeg\"}'},\n",
       "    {'job': {'labels': ['供应链产品', '数据分析'],\n",
       "      'jobId': '57816811',\n",
       "      'title': '产品经理助理',\n",
       "      'salary': '5-7k·13薪',\n",
       "      'dq': '广州-番禺区',\n",
       "      'jobKind': '2',\n",
       "      'requireWorkYears': '1-3年',\n",
       "      'requireEduLevel': '大专',\n",
       "      'advViewFlag': False,\n",
       "      'refreshTime': '20230504135056',\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'topJob': False,\n",
       "      'link': 'https://www.liepin.com/job/1957816811.shtml',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=5&skId=z0bz071flsw02izwxhy5b8jue7eee7y8&fkId=v36hi812yao8dawkkai2vuvv06nq2d0b&ckId=v36hi812yao8dawkkai2vuvv06nq2d0b&sfrom=search_job_pc&curPage=0&pageSize=40&index=5'},\n",
       "     'comp': {'compScale': '100-499人',\n",
       "      'compId': 9730786,\n",
       "      'compLogo': '6260c4f2d16c9b55d258a16501u.png',\n",
       "      'compName': '京邦集团',\n",
       "      'link': 'https://www.liepin.com/company/9730786/',\n",
       "      'compIndustry': '电子/半导体/集成电路'},\n",
       "     'recruiter': {'chatted': False,\n",
       "      'imId': '5fdfb4259befbf07160bef405ccde8ba',\n",
       "      'imUserType': '2',\n",
       "      'recruiterName': '杜先生',\n",
       "      'recruiterTitle': '',\n",
       "      'recruiterId': 'c8d145acb0a3162c59941f318d428c38',\n",
       "      'recruiterPhoto': '5f8f986aea60860b75384fab08u.jpg'},\n",
       "     'dataInfo': '%7B%22jobId%22%3A%2257816811%22%2C%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22v36hi812yao8dawkkai2vuvv06nq2d0b%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%22z0bz071flsw02izwxhy5b8jue7eee7y8%22%2C%22fkId%22%3A%22v36hi812yao8dawkkai2vuvv06nq2d0b%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'dataParams': '{\"jobId\":\"57816811\",\"jobKind\":\"2\",\"imId\":\"5fdfb4259befbf07160bef405ccde8ba\",\"imUserType\":\"2\",\"recruiterName\":\"杜先生\",\"userId\":\"c8d145acb0a3162c59941f318d428c38\",\"recruiterPhoto\":\"5f8f986aea60860b75384fab08u.jpg\"}'},\n",
       "    {'job': {'labels': ['数据分析'],\n",
       "      'jobId': '40053971',\n",
       "      'title': '助理产品经理',\n",
       "      'salary': '16-20k',\n",
       "      'dq': '广州',\n",
       "      'jobKind': '2',\n",
       "      'requireWorkYears': '1-3年',\n",
       "      'requireEduLevel': '本科',\n",
       "      'advViewFlag': False,\n",
       "      'refreshTime': '20230505145705',\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'topJob': False,\n",
       "      'link': 'https://www.liepin.com/job/1940053971.shtml',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=6&skId=z0bz071flsw02izwxhy5b8jue7eee7y8&fkId=v36hi812yao8dawkkai2vuvv06nq2d0b&ckId=v36hi812yao8dawkkai2vuvv06nq2d0b&sfrom=search_job_pc&curPage=0&pageSize=40&index=6'},\n",
       "     'comp': {'compScale': '100-499人',\n",
       "      'compId': 12568645,\n",
       "      'compStage': 'D轮',\n",
       "      'compLogo': '6441ff67c063625b1d3bc6c104u.png',\n",
       "      'compName': '江苏知原药业股份有限公司',\n",
       "      'link': 'https://www.liepin.com/company/12568645/',\n",
       "      'compIndustry': '制药'},\n",
       "     'recruiter': {'chatted': False,\n",
       "      'imId': '529552300bc2bc6e160bef405ccde8ba',\n",
       "      'imUserType': '2',\n",
       "      'recruiterName': '徐女士',\n",
       "      'recruiterTitle': '招聘经理',\n",
       "      'recruiterId': '1590a7fa7a4c122cc9faa5f1f002919b',\n",
       "      'recruiterPhoto': '5f8f9865ea60860b75384fa508u.jpg'},\n",
       "     'dataInfo': '%7B%22jobId%22%3A%2240053971%22%2C%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22v36hi812yao8dawkkai2vuvv06nq2d0b%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%22z0bz071flsw02izwxhy5b8jue7eee7y8%22%2C%22fkId%22%3A%22v36hi812yao8dawkkai2vuvv06nq2d0b%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'dataParams': '{\"jobId\":\"40053971\",\"jobKind\":\"2\",\"imId\":\"529552300bc2bc6e160bef405ccde8ba\",\"imUserType\":\"2\",\"recruiterName\":\"徐女士\",\"userId\":\"1590a7fa7a4c122cc9faa5f1f002919b\",\"recruiterPhoto\":\"5f8f9865ea60860b75384fa508u.jpg\"}'},\n",
       "    {'job': {'labels': ['金融产品', '商业产品', 'IT互联网', '金融行业', '产品优化', '产品设计'],\n",
       "      'jobId': '57565197',\n",
       "      'title': '数字化产品经理岗',\n",
       "      'salary': '20-40k',\n",
       "      'dq': '广州-天河区',\n",
       "      'jobKind': '2',\n",
       "      'requireWorkYears': '1-3年',\n",
       "      'requireEduLevel': '硕士',\n",
       "      'advViewFlag': False,\n",
       "      'refreshTime': '20230406115341',\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'topJob': False,\n",
       "      'link': 'https://www.liepin.com/job/1957565197.shtml',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=7&skId=z0bz071flsw02izwxhy5b8jue7eee7y8&fkId=v36hi812yao8dawkkai2vuvv06nq2d0b&ckId=v36hi812yao8dawkkai2vuvv06nq2d0b&sfrom=search_job_pc&curPage=0&pageSize=40&index=7'},\n",
       "     'comp': {'compScale': '100-499人',\n",
       "      'compId': 8136395,\n",
       "      'compLogo': '64464ce8f14c1769ed8f0a7403u.png',\n",
       "      'compName': '广州越秀金融控股集团有限公司',\n",
       "      'link': 'https://www.liepin.com/company/8136395/',\n",
       "      'compIndustry': '基金/证券/期货'},\n",
       "     'recruiter': {'chatted': False,\n",
       "      'imId': '4acca2cffc6204f40e33f8ac54fbf39e',\n",
       "      'imUserType': '2',\n",
       "      'recruiterName': '方女士',\n",
       "      'recruiterTitle': '高级人力资源经理',\n",
       "      'recruiterId': '957da5d54f0e05cf25285db46809d2f1',\n",
       "      'recruiterPhoto': '5f8f9865ea60860b75384fa508u.jpg'},\n",
       "     'dataInfo': '%7B%22jobId%22%3A%2257565197%22%2C%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22v36hi812yao8dawkkai2vuvv06nq2d0b%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%22z0bz071flsw02izwxhy5b8jue7eee7y8%22%2C%22fkId%22%3A%22v36hi812yao8dawkkai2vuvv06nq2d0b%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'dataParams': '{\"jobId\":\"57565197\",\"jobKind\":\"2\",\"imId\":\"4acca2cffc6204f40e33f8ac54fbf39e\",\"imUserType\":\"2\",\"recruiterName\":\"方女士\",\"userId\":\"957da5d54f0e05cf25285db46809d2f1\",\"recruiterPhoto\":\"5f8f9865ea60860b75384fa508u.jpg\"}'},\n",
       "    {'job': {'labels': ['固定收益', '固收系统'],\n",
       "      'jobId': '44278139',\n",
       "      'title': '固收条线金融科技产品经理',\n",
       "      'salary': '30-50k·20薪',\n",
       "      'dq': '广州',\n",
       "      'jobKind': '1',\n",
       "      'requireWorkYears': '1-3年',\n",
       "      'requireEduLevel': '硕士及以上',\n",
       "      'advViewFlag': False,\n",
       "      'refreshTime': '20230505130814',\n",
       "      'topJob': False,\n",
       "      'link': 'https://www.liepin.com/a/44278139.shtml',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=8&skId=z0bz071flsw02izwxhy5b8jue7eee7y8&fkId=v36hi812yao8dawkkai2vuvv06nq2d0b&ckId=v36hi812yao8dawkkai2vuvv06nq2d0b&sfrom=search_job_pc&curPage=0&pageSize=40&index=8'},\n",
       "     'comp': {'compScale': '500-999人',\n",
       "      'compStage': 'A轮',\n",
       "      'compLogo': '60e2fe0bf3df194a3c48adb502u.png',\n",
       "      'compName': '某国内大型基金/证券/期货公司',\n",
       "      'link': '',\n",
       "      'compIndustry': '基金/证券/期货'},\n",
       "     'recruiter': {'chatted': False,\n",
       "      'imId': 'd79a00f8f6ab328f6042c177f0a1d2b1',\n",
       "      'imUserType': '2',\n",
       "      'recruiterName': '刘先生',\n",
       "      'recruiterTitle': '猎头顾问',\n",
       "      'recruiterId': '1fcc7ed72e3b72292e48c8cc9ac1ae51',\n",
       "      'recruiterPhoto': '60fa4ef147b4cc0789c987b808u.jpg'},\n",
       "     'dataInfo': '%7B%22jobId%22%3A%2244278139%22%2C%22jobKind%22%3A%221%22%2C%22ckId%22%3A%22v36hi812yao8dawkkai2vuvv06nq2d0b%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%22z0bz071flsw02izwxhy5b8jue7eee7y8%22%2C%22fkId%22%3A%22v36hi812yao8dawkkai2vuvv06nq2d0b%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'dataParams': '{\"jobId\":\"44278139\",\"jobKind\":\"1\",\"imId\":\"d79a00f8f6ab328f6042c177f0a1d2b1\",\"imUserType\":\"2\",\"recruiterName\":\"刘先生\",\"userId\":\"1fcc7ed72e3b72292e48c8cc9ac1ae51\",\"recruiterPhoto\":\"60fa4ef147b4cc0789c987b808u.jpg\"}'},\n",
       "    {'job': {'labels': ['旅游产品', 'to C', 'OTA', '英文'],\n",
       "      'jobId': '57485259',\n",
       "      'title': '产品经理（海外业务）',\n",
       "      'salary': '12-20k·13薪',\n",
       "      'dq': '广州-海珠区',\n",
       "      'jobKind': '2',\n",
       "      'requireWorkYears': '1-3年',\n",
       "      'requireEduLevel': '本科',\n",
       "      'advViewFlag': False,\n",
       "      'refreshTime': '20230413145517',\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'topJob': False,\n",
       "      'link': 'https://www.liepin.com/job/1957485259.shtml',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=9&skId=z0bz071flsw02izwxhy5b8jue7eee7y8&fkId=v36hi812yao8dawkkai2vuvv06nq2d0b&ckId=v36hi812yao8dawkkai2vuvv06nq2d0b&sfrom=search_job_pc&curPage=0&pageSize=40&index=9'},\n",
       "     'comp': {'compScale': '1000-2000人',\n",
       "      'compId': 8082331,\n",
       "      'compStage': 'D轮',\n",
       "      'compLogo': '59b6035970324a7f8c9d651306a.jpg',\n",
       "      'compName': '租租车',\n",
       "      'link': 'https://www.liepin.com/company/8082331/',\n",
       "      'compIndustry': '互联网'},\n",
       "     'recruiter': {'chatted': False,\n",
       "      'imId': '771cd76556a28fdf9ccf3dc45f6d7696',\n",
       "      'imUserType': '2',\n",
       "      'recruiterName': '梁女士',\n",
       "      'recruiterTitle': '人力资源主管',\n",
       "      'recruiterId': '3fcd2f12b166bad5fdacd2bbba7fbaf4',\n",
       "      'recruiterPhoto': '5f8f9863f6d1ab58476f246a08u.jpg'},\n",
       "     'dataInfo': '%7B%22jobId%22%3A%2257485259%22%2C%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22v36hi812yao8dawkkai2vuvv06nq2d0b%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%22z0bz071flsw02izwxhy5b8jue7eee7y8%22%2C%22fkId%22%3A%22v36hi812yao8dawkkai2vuvv06nq2d0b%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'dataParams': '{\"jobId\":\"57485259\",\"jobKind\":\"2\",\"imId\":\"771cd76556a28fdf9ccf3dc45f6d7696\",\"imUserType\":\"2\",\"recruiterName\":\"梁女士\",\"userId\":\"3fcd2f12b166bad5fdacd2bbba7fbaf4\",\"recruiterPhoto\":\"5f8f9863f6d1ab58476f246a08u.jpg\"}'},\n",
       "    {'job': {'labels': ['交互设计', '产品设计', '产品规划'],\n",
       "      'jobId': '45828899',\n",
       "      'title': '产品经理（需要有护照）',\n",
       "      'salary': '25-35k',\n",
       "      'dq': '广州',\n",
       "      'jobKind': '1',\n",
       "      'requireWorkYears': '1-3年',\n",
       "      'requireEduLevel': '大专及以上',\n",
       "      'advViewFlag': False,\n",
       "      'refreshTime': '20230510144017',\n",
       "      'topJob': False,\n",
       "      'link': 'https://www.liepin.com/a/45828899.shtml',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=10&skId=z0bz071flsw02izwxhy5b8jue7eee7y8&fkId=v36hi812yao8dawkkai2vuvv06nq2d0b&ckId=v36hi812yao8dawkkai2vuvv06nq2d0b&sfrom=search_job_pc&curPage=0&pageSize=40&index=10'},\n",
       "     'comp': {'compScale': '1-49人',\n",
       "      'compStage': '天使轮',\n",
       "      'compLogo': '60e2fe0bf3df194a3c48adb502u.png',\n",
       "      'compName': '某知名公司',\n",
       "      'link': '',\n",
       "      'compIndustry': '物联网'},\n",
       "     'recruiter': {'chatted': False,\n",
       "      'imId': '14d2189610998a2766eeece80d41bfcb',\n",
       "      'imUserType': '2',\n",
       "      'recruiterName': '岑先生',\n",
       "      'recruiterTitle': '猎头顾问',\n",
       "      'recruiterId': '7a3e764d1a0594d0cb12694546498149',\n",
       "      'recruiterPhoto': '5e54c3de29d83a675453429507u.jpg'},\n",
       "     'dataInfo': '%7B%22jobId%22%3A%2245828899%22%2C%22jobKind%22%3A%221%22%2C%22ckId%22%3A%22v36hi812yao8dawkkai2vuvv06nq2d0b%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%22z0bz071flsw02izwxhy5b8jue7eee7y8%22%2C%22fkId%22%3A%22v36hi812yao8dawkkai2vuvv06nq2d0b%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'dataParams': '{\"jobId\":\"45828899\",\"jobKind\":\"1\",\"imId\":\"14d2189610998a2766eeece80d41bfcb\",\"imUserType\":\"2\",\"recruiterName\":\"岑先生\",\"userId\":\"7a3e764d1a0594d0cb12694546498149\",\"recruiterPhoto\":\"5e54c3de29d83a675453429507u.jpg\"}'},\n",
       "    {'job': {'labels': ['广告产品',\n",
       "       '广告行业',\n",
       "       '游戏行业',\n",
       "       '计算机软件',\n",
       "       '产品设计',\n",
       "       '流程设计',\n",
       "       '数据分析',\n",
       "       '团队管理'],\n",
       "      'jobId': '48652943',\n",
       "      'title': '产品经理',\n",
       "      'salary': '15-30k',\n",
       "      'dq': '广州-海珠区',\n",
       "      'jobKind': '2',\n",
       "      'requireWorkYears': '1-3年',\n",
       "      'requireEduLevel': '统招本科',\n",
       "      'advViewFlag': False,\n",
       "      'refreshTime': '20230310175540',\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'topJob': False,\n",
       "      'link': 'https://www.liepin.com/job/1948652943.shtml',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=11&skId=z0bz071flsw02izwxhy5b8jue7eee7y8&fkId=v36hi812yao8dawkkai2vuvv06nq2d0b&ckId=v36hi812yao8dawkkai2vuvv06nq2d0b&sfrom=search_job_pc&curPage=0&pageSize=40&index=11'},\n",
       "     'comp': {'compScale': '500-999人',\n",
       "      'compId': 8166526,\n",
       "      'compLogo': '624a9b1378302f2c469582d607u.png',\n",
       "      'compName': '广州乐牛游戏',\n",
       "      'link': 'https://www.liepin.com/company/8166526/',\n",
       "      'compIndustry': '游戏'},\n",
       "     'recruiter': {'chatted': False,\n",
       "      'imId': '7d9de10d9f7b0a9c9941166e65ebdb6f',\n",
       "      'imUserType': '2',\n",
       "      'recruiterName': '文饶',\n",
       "      'recruiterTitle': '招聘专员',\n",
       "      'recruiterId': 'ba92c288ac646d9975818ed14bd0d05e',\n",
       "      'recruiterPhoto': '5f8f986c79c7cc70efbf36c808u.jpg'},\n",
       "     'dataInfo': '%7B%22jobId%22%3A%2248652943%22%2C%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22v36hi812yao8dawkkai2vuvv06nq2d0b%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%22z0bz071flsw02izwxhy5b8jue7eee7y8%22%2C%22fkId%22%3A%22v36hi812yao8dawkkai2vuvv06nq2d0b%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'dataParams': '{\"jobId\":\"48652943\",\"jobKind\":\"2\",\"imId\":\"7d9de10d9f7b0a9c9941166e65ebdb6f\",\"imUserType\":\"2\",\"recruiterName\":\"文饶\",\"userId\":\"ba92c288ac646d9975818ed14bd0d05e\",\"recruiterPhoto\":\"5f8f986c79c7cc70efbf36c808u.jpg\"}'},\n",
       "    {'job': {'labels': ['工具产品'],\n",
       "      'jobId': '44668045',\n",
       "      'title': '照明-产品经理',\n",
       "      'salary': '15-24k',\n",
       "      'dq': '广州',\n",
       "      'jobKind': '1',\n",
       "      'requireWorkYears': '1-3年',\n",
       "      'requireEduLevel': '本科及以上',\n",
       "      'advViewFlag': False,\n",
       "      'refreshTime': '20230323102239',\n",
       "      'topJob': False,\n",
       "      'link': 'https://www.liepin.com/a/44668045.shtml',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=12&skId=z0bz071flsw02izwxhy5b8jue7eee7y8&fkId=v36hi812yao8dawkkai2vuvv06nq2d0b&ckId=v36hi812yao8dawkkai2vuvv06nq2d0b&sfrom=search_job_pc&curPage=0&pageSize=40&index=12'},\n",
       "     'comp': {'compScale': '100-499人',\n",
       "      'compStage': '其他',\n",
       "      'compLogo': '60e2fe0bf3df194a3c48adb502u.png',\n",
       "      'compName': '某广州电子商务公司',\n",
       "      'link': '',\n",
       "      'compIndustry': '电子商务'},\n",
       "     'recruiter': {'chatted': False,\n",
       "      'imId': '42164ef1272ab5736e8893c9219f7e03',\n",
       "      'imUserType': '2',\n",
       "      'recruiterName': '张女士',\n",
       "      'recruiterTitle': '猎头顾问',\n",
       "      'recruiterId': '0dfca8bd388cf67f1995baa6429364e4',\n",
       "      'recruiterPhoto': '6408280fb792580455b2e08001u.png'},\n",
       "     'dataInfo': '%7B%22jobId%22%3A%2244668045%22%2C%22jobKind%22%3A%221%22%2C%22ckId%22%3A%22v36hi812yao8dawkkai2vuvv06nq2d0b%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%22z0bz071flsw02izwxhy5b8jue7eee7y8%22%2C%22fkId%22%3A%22v36hi812yao8dawkkai2vuvv06nq2d0b%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'dataParams': '{\"jobId\":\"44668045\",\"jobKind\":\"1\",\"imId\":\"42164ef1272ab5736e8893c9219f7e03\",\"imUserType\":\"2\",\"recruiterName\":\"张女士\",\"userId\":\"0dfca8bd388cf67f1995baa6429364e4\",\"recruiterPhoto\":\"6408280fb792580455b2e08001u.png\"}'},\n",
       "    {'job': {'labels': ['工具产品'],\n",
       "      'jobId': '44668403',\n",
       "      'title': '家居-产品经理',\n",
       "      'salary': '15-24k',\n",
       "      'dq': '广州',\n",
       "      'jobKind': '1',\n",
       "      'requireWorkYears': '1-3年',\n",
       "      'requireEduLevel': '本科及以上',\n",
       "      'advViewFlag': False,\n",
       "      'refreshTime': '20230323102615',\n",
       "      'topJob': False,\n",
       "      'link': 'https://www.liepin.com/a/44668403.shtml',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=13&skId=z0bz071flsw02izwxhy5b8jue7eee7y8&fkId=v36hi812yao8dawkkai2vuvv06nq2d0b&ckId=v36hi812yao8dawkkai2vuvv06nq2d0b&sfrom=search_job_pc&curPage=0&pageSize=40&index=13'},\n",
       "     'comp': {'compScale': '100-499人',\n",
       "      'compStage': '其他',\n",
       "      'compLogo': '60e2fe0bf3df194a3c48adb502u.png',\n",
       "      'compName': '某广州电子商务公司',\n",
       "      'link': '',\n",
       "      'compIndustry': '电子商务'},\n",
       "     'recruiter': {'chatted': False,\n",
       "      'imId': '42164ef1272ab5736e8893c9219f7e03',\n",
       "      'imUserType': '2',\n",
       "      'recruiterName': '张女士',\n",
       "      'recruiterTitle': '猎头顾问',\n",
       "      'recruiterId': '0dfca8bd388cf67f1995baa6429364e4',\n",
       "      'recruiterPhoto': '6408280fb792580455b2e08001u.png'},\n",
       "     'dataInfo': '%7B%22jobId%22%3A%2244668403%22%2C%22jobKind%22%3A%221%22%2C%22ckId%22%3A%22v36hi812yao8dawkkai2vuvv06nq2d0b%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%22z0bz071flsw02izwxhy5b8jue7eee7y8%22%2C%22fkId%22%3A%22v36hi812yao8dawkkai2vuvv06nq2d0b%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'dataParams': '{\"jobId\":\"44668403\",\"jobKind\":\"1\",\"imId\":\"42164ef1272ab5736e8893c9219f7e03\",\"imUserType\":\"2\",\"recruiterName\":\"张女士\",\"userId\":\"0dfca8bd388cf67f1995baa6429364e4\",\"recruiterPhoto\":\"6408280fb792580455b2e08001u.png\"}'},\n",
       "    {'job': {'labels': ['生物科技'],\n",
       "      'jobId': '57310499',\n",
       "      'title': '产品经理',\n",
       "      'salary': '20-40k·14薪',\n",
       "      'dq': '广州-海珠区',\n",
       "      'jobKind': '2',\n",
       "      'requireWorkYears': '1-3年',\n",
       "      'requireEduLevel': '统招本科',\n",
       "      'advViewFlag': False,\n",
       "      'refreshTime': '20230327134052',\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'topJob': False,\n",
       "      'link': 'https://www.liepin.com/job/1957310499.shtml',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=14&skId=z0bz071flsw02izwxhy5b8jue7eee7y8&fkId=v36hi812yao8dawkkai2vuvv06nq2d0b&ckId=v36hi812yao8dawkkai2vuvv06nq2d0b&sfrom=search_job_pc&curPage=0&pageSize=40&index=14'},\n",
       "     'comp': {'compScale': '100-499人',\n",
       "      'compId': 13113895,\n",
       "      'compStage': 'A轮',\n",
       "      'compLogo': '61b07937d0458d53c627567e02u.jpg',\n",
       "      'compName': '态创生物',\n",
       "      'link': 'https://www.liepin.com/company/13113895/',\n",
       "      'compIndustry': '生物技术'},\n",
       "     'recruiter': {'chatted': False,\n",
       "      'imId': 'f7db13688dbb016edf514c63e89fb1b8',\n",
       "      'imUserType': '2',\n",
       "      'recruiterName': '谭先生',\n",
       "      'recruiterTitle': '招聘专员',\n",
       "      'recruiterId': '42d729da7b77447d94ee8f73bffdc0cd',\n",
       "      'recruiterPhoto': '6423908b3bc4c916d465997108u.png'},\n",
       "     'dataInfo': '%7B%22jobId%22%3A%2257310499%22%2C%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22v36hi812yao8dawkkai2vuvv06nq2d0b%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%22z0bz071flsw02izwxhy5b8jue7eee7y8%22%2C%22fkId%22%3A%22v36hi812yao8dawkkai2vuvv06nq2d0b%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'dataParams': '{\"jobId\":\"57310499\",\"jobKind\":\"2\",\"imId\":\"f7db13688dbb016edf514c63e89fb1b8\",\"imUserType\":\"2\",\"recruiterName\":\"谭先生\",\"userId\":\"42d729da7b77447d94ee8f73bffdc0cd\",\"recruiterPhoto\":\"6423908b3bc4c916d465997108u.png\"}'},\n",
       "    {'job': {'labels': ['需求挖掘', '团队管理', '需求调研', '项目管理', '跨部门沟通', '项目开发'],\n",
       "      'jobId': '56099491',\n",
       "      'title': '产品经理',\n",
       "      'salary': '12-15k',\n",
       "      'dq': '广州-海珠区',\n",
       "      'jobKind': '2',\n",
       "      'requireWorkYears': '1-3年',\n",
       "      'requireEduLevel': '本科',\n",
       "      'advViewFlag': False,\n",
       "      'refreshTime': '20230214160846',\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'topJob': False,\n",
       "      'link': 'https://www.liepin.com/job/1956099491.shtml',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=15&skId=z0bz071flsw02izwxhy5b8jue7eee7y8&fkId=v36hi812yao8dawkkai2vuvv06nq2d0b&ckId=v36hi812yao8dawkkai2vuvv06nq2d0b&sfrom=search_job_pc&curPage=0&pageSize=40&index=15'},\n",
       "     'comp': {'compScale': '1000-2000人',\n",
       "      'compId': 13001749,\n",
       "      'compLogo': '61a5bb22f96ca95918aa2e9206u.png',\n",
       "      'compName': '广东森宝文化实业有限公司',\n",
       "      'link': 'https://www.liepin.com/company/13001749/',\n",
       "      'compIndustry': '工艺品'},\n",
       "     'recruiter': {'chatted': False,\n",
       "      'imId': '4dd9c611f28fb31268c56fcc9b2af6cb',\n",
       "      'imUserType': '2',\n",
       "      'recruiterName': '黄女士',\n",
       "      'recruiterTitle': '人力行政实习生',\n",
       "      'recruiterId': '93dd604f1509212fa3eb4df9e13b6d62',\n",
       "      'recruiterPhoto': '63ec2b240a1ead27bd40dc1505u.png'},\n",
       "     'dataInfo': '%7B%22jobId%22%3A%2256099491%22%2C%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22v36hi812yao8dawkkai2vuvv06nq2d0b%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%22z0bz071flsw02izwxhy5b8jue7eee7y8%22%2C%22fkId%22%3A%22v36hi812yao8dawkkai2vuvv06nq2d0b%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'dataParams': '{\"jobId\":\"56099491\",\"jobKind\":\"2\",\"imId\":\"4dd9c611f28fb31268c56fcc9b2af6cb\",\"imUserType\":\"2\",\"recruiterName\":\"黄女士\",\"userId\":\"93dd604f1509212fa3eb4df9e13b6d62\",\"recruiterPhoto\":\"63ec2b240a1ead27bd40dc1505u.png\"}'},\n",
       "    {'job': {'labels': ['工具产品'],\n",
       "      'jobId': '44668245',\n",
       "      'title': '充电-产品经理',\n",
       "      'salary': '15-24k',\n",
       "      'dq': '广州',\n",
       "      'jobKind': '1',\n",
       "      'requireWorkYears': '1-3年',\n",
       "      'requireEduLevel': '学历不限',\n",
       "      'advViewFlag': False,\n",
       "      'refreshTime': '20230323102443',\n",
       "      'topJob': False,\n",
       "      'link': 'https://www.liepin.com/a/44668245.shtml',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=16&skId=z0bz071flsw02izwxhy5b8jue7eee7y8&fkId=v36hi812yao8dawkkai2vuvv06nq2d0b&ckId=v36hi812yao8dawkkai2vuvv06nq2d0b&sfrom=search_job_pc&curPage=0&pageSize=40&index=16'},\n",
       "     'comp': {'compScale': '100-499人',\n",
       "      'compStage': '其他',\n",
       "      'compLogo': '60e2fe0bf3df194a3c48adb502u.png',\n",
       "      'compName': '某广州电子商务公司',\n",
       "      'link': '',\n",
       "      'compIndustry': '电子商务'},\n",
       "     'recruiter': {'chatted': False,\n",
       "      'imId': '42164ef1272ab5736e8893c9219f7e03',\n",
       "      'imUserType': '2',\n",
       "      'recruiterName': '张女士',\n",
       "      'recruiterTitle': '猎头顾问',\n",
       "      'recruiterId': '0dfca8bd388cf67f1995baa6429364e4',\n",
       "      'recruiterPhoto': '6408280fb792580455b2e08001u.png'},\n",
       "     'dataInfo': '%7B%22jobId%22%3A%2244668245%22%2C%22jobKind%22%3A%221%22%2C%22ckId%22%3A%22v36hi812yao8dawkkai2vuvv06nq2d0b%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%22z0bz071flsw02izwxhy5b8jue7eee7y8%22%2C%22fkId%22%3A%22v36hi812yao8dawkkai2vuvv06nq2d0b%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'dataParams': '{\"jobId\":\"44668245\",\"jobKind\":\"1\",\"imId\":\"42164ef1272ab5736e8893c9219f7e03\",\"imUserType\":\"2\",\"recruiterName\":\"张女士\",\"userId\":\"0dfca8bd388cf67f1995baa6429364e4\",\"recruiterPhoto\":\"6408280fb792580455b2e08001u.png\"}'},\n",
       "    {'job': {'labels': ['工具产品', 'IT互联网', '产品设计', '原型设计', '用户研究', '产品规划'],\n",
       "      'jobId': '46355485',\n",
       "      'title': '产品经理',\n",
       "      'salary': '8-13k',\n",
       "      'dq': '广州-天河区',\n",
       "      'jobKind': '2',\n",
       "      'requireWorkYears': '1-3年',\n",
       "      'requireEduLevel': '大专',\n",
       "      'advViewFlag': False,\n",
       "      'refreshTime': '20221125094722',\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'topJob': False,\n",
       "      'link': 'https://www.liepin.com/job/1946355485.shtml',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=17&skId=z0bz071flsw02izwxhy5b8jue7eee7y8&fkId=v36hi812yao8dawkkai2vuvv06nq2d0b&ckId=v36hi812yao8dawkkai2vuvv06nq2d0b&sfrom=search_job_pc&curPage=0&pageSize=40&index=17'},\n",
       "     'comp': {'compScale': '100-499人',\n",
       "      'compId': 9257569,\n",
       "      'compStage': '融资未公开',\n",
       "      'compLogo': '5bfea0bd74719d2aa34c05b003a.png',\n",
       "      'compName': '广州天迅网络科技有限公司',\n",
       "      'link': 'https://www.liepin.com/company/9257569/',\n",
       "      'compIndustry': '计算机软件'},\n",
       "     'recruiter': {'chatted': False,\n",
       "      'imId': '612d2e8328d1f75dfdb07c5a03f49b8b',\n",
       "      'imUserType': '2',\n",
       "      'recruiterName': '陈女士',\n",
       "      'recruiterTitle': '人力资源负责人',\n",
       "      'recruiterId': '1cb765d37bd0684eff1ae1f928339e0b',\n",
       "      'recruiterPhoto': '5f8f9863f6d1ab58476f246a08u.jpg'},\n",
       "     'dataInfo': '%7B%22jobId%22%3A%2246355485%22%2C%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22v36hi812yao8dawkkai2vuvv06nq2d0b%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%22z0bz071flsw02izwxhy5b8jue7eee7y8%22%2C%22fkId%22%3A%22v36hi812yao8dawkkai2vuvv06nq2d0b%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'dataParams': '{\"jobId\":\"46355485\",\"jobKind\":\"2\",\"imId\":\"612d2e8328d1f75dfdb07c5a03f49b8b\",\"imUserType\":\"2\",\"recruiterName\":\"陈女士\",\"userId\":\"1cb765d37bd0684eff1ae1f928339e0b\",\"recruiterPhoto\":\"5f8f9863f6d1ab58476f246a08u.jpg\"}'},\n",
       "    {'job': {'labels': [],\n",
       "      'jobId': '44296619',\n",
       "      'title': '心血管产品线总经理',\n",
       "      'salary': '30-50k',\n",
       "      'dq': '广州',\n",
       "      'jobKind': '1',\n",
       "      'requireWorkYears': '1-3年',\n",
       "      'requireEduLevel': '硕士及以上',\n",
       "      'advViewFlag': False,\n",
       "      'refreshTime': '20230310203843',\n",
       "      'topJob': False,\n",
       "      'link': 'https://www.liepin.com/a/44296619.shtml',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=18&skId=z0bz071flsw02izwxhy5b8jue7eee7y8&fkId=v36hi812yao8dawkkai2vuvv06nq2d0b&ckId=v36hi812yao8dawkkai2vuvv06nq2d0b&sfrom=search_job_pc&curPage=0&pageSize=40&index=18'},\n",
       "     'comp': {'compScale': '500-999人',\n",
       "      'compStage': '已上市',\n",
       "      'compLogo': '60e2fe0bf3df194a3c48adb502u.png',\n",
       "      'compName': '某广州医疗设备上市公司',\n",
       "      'link': '',\n",
       "      'compIndustry': '医疗器械'},\n",
       "     'recruiter': {'chatted': False,\n",
       "      'imId': 'aff648644d2a1229fa1c74c9d557610b',\n",
       "      'imUserType': '2',\n",
       "      'recruiterName': '王女士',\n",
       "      'recruiterTitle': '猎头顾问',\n",
       "      'recruiterId': '1f85cb9fa2d342ded02e1a3cb9420619',\n",
       "      'recruiterPhoto': '6246e8b3bc8c77795d23422d03u.png'},\n",
       "     'dataInfo': '%7B%22jobId%22%3A%2244296619%22%2C%22jobKind%22%3A%221%22%2C%22ckId%22%3A%22v36hi812yao8dawkkai2vuvv06nq2d0b%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%22z0bz071flsw02izwxhy5b8jue7eee7y8%22%2C%22fkId%22%3A%22v36hi812yao8dawkkai2vuvv06nq2d0b%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'dataParams': '{\"jobId\":\"44296619\",\"jobKind\":\"1\",\"imId\":\"aff648644d2a1229fa1c74c9d557610b\",\"imUserType\":\"2\",\"recruiterName\":\"王女士\",\"userId\":\"1f85cb9fa2d342ded02e1a3cb9420619\",\"recruiterPhoto\":\"6246e8b3bc8c77795d23422d03u.png\"}'},\n",
       "    {'job': {'labels': ['产品经理', 'MCS系统', 'B2B报价系统'],\n",
       "      'jobId': '45039771',\n",
       "      'title': '产品经理',\n",
       "      'salary': '10-15k',\n",
       "      'dq': '广州-增城区',\n",
       "      'jobKind': '1',\n",
       "      'requireWorkYears': '1-3年',\n",
       "      'requireEduLevel': '本科及以上',\n",
       "      'advViewFlag': False,\n",
       "      'refreshTime': '20230406101734',\n",
       "      'topJob': False,\n",
       "      'link': 'https://www.liepin.com/a/45039771.shtml',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=19&skId=z0bz071flsw02izwxhy5b8jue7eee7y8&fkId=v36hi812yao8dawkkai2vuvv06nq2d0b&ckId=v36hi812yao8dawkkai2vuvv06nq2d0b&sfrom=search_job_pc&curPage=0&pageSize=40&index=19'},\n",
       "     'comp': {'compScale': '10000人以上',\n",
       "      'compStage': '已上市',\n",
       "      'compLogo': '60e2fe0bf3df194a3c48adb502u.png',\n",
       "      'compName': '某大型知名家具/家居公司',\n",
       "      'link': '',\n",
       "      'compIndustry': '家具/家居'},\n",
       "     'recruiter': {'chatted': False,\n",
       "      'imId': '9f14288df001c0c215bfaefec8d20490',\n",
       "      'imUserType': '2',\n",
       "      'recruiterName': '王女士',\n",
       "      'recruiterTitle': '猎头顾问',\n",
       "      'recruiterId': '565849ded1b9b95e377539f79c05e41c',\n",
       "      'recruiterPhoto': '5d541bac4ebeb1284dfb924f06u.jpg'},\n",
       "     'dataInfo': '%7B%22jobId%22%3A%2245039771%22%2C%22jobKind%22%3A%221%22%2C%22ckId%22%3A%22v36hi812yao8dawkkai2vuvv06nq2d0b%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%22z0bz071flsw02izwxhy5b8jue7eee7y8%22%2C%22fkId%22%3A%22v36hi812yao8dawkkai2vuvv06nq2d0b%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'dataParams': '{\"jobId\":\"45039771\",\"jobKind\":\"1\",\"imId\":\"9f14288df001c0c215bfaefec8d20490\",\"imUserType\":\"2\",\"recruiterName\":\"王女士\",\"userId\":\"565849ded1b9b95e377539f79c05e41c\",\"recruiterPhoto\":\"5d541bac4ebeb1284dfb924f06u.jpg\"}'},\n",
       "    {'job': {'labels': ['电子商务',\n",
       "       '家具设计',\n",
       "       '产品规划',\n",
       "       '欧美风格',\n",
       "       '轻奢风格',\n",
       "       '实木家具',\n",
       "       '板木家具',\n",
       "       '软体家具'],\n",
       "      'jobId': '46557423',\n",
       "      'title': '家具产品经理',\n",
       "      'salary': '15-30k·13薪',\n",
       "      'dq': '广州-海珠区',\n",
       "      'jobKind': '2',\n",
       "      'requireWorkYears': '1-3年',\n",
       "      'requireEduLevel': '本科',\n",
       "      'advViewFlag': False,\n",
       "      'refreshTime': '20220729142500',\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'topJob': False,\n",
       "      'link': 'https://www.liepin.com/job/1946557423.shtml',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=20&skId=z0bz071flsw02izwxhy5b8jue7eee7y8&fkId=v36hi812yao8dawkkai2vuvv06nq2d0b&ckId=v36hi812yao8dawkkai2vuvv06nq2d0b&sfrom=search_job_pc&curPage=0&pageSize=40&index=20'},\n",
       "     'comp': {'compScale': '500-999人',\n",
       "      'compId': 10239197,\n",
       "      'compStage': 'B轮',\n",
       "      'compLogo': '60646aae992c4240ea9983b905u.png',\n",
       "      'compName': '爆米科技',\n",
       "      'link': 'https://www.liepin.com/company/10239197/',\n",
       "      'compIndustry': '电子商务'},\n",
       "     'recruiter': {'chatted': False,\n",
       "      'imId': 'b9f180babb88d8c1d6a9d1214a39013b',\n",
       "      'imUserType': '2',\n",
       "      'recruiterName': '梁女士',\n",
       "      'recruiterTitle': 'hrbp',\n",
       "      'recruiterId': 'a2d2354bf657634e4912f8ab59d2cc03',\n",
       "      'recruiterPhoto': '5f8f9863f6d1ab58476f246a08u.jpg'},\n",
       "     'dataInfo': '%7B%22jobId%22%3A%2246557423%22%2C%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22v36hi812yao8dawkkai2vuvv06nq2d0b%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%22z0bz071flsw02izwxhy5b8jue7eee7y8%22%2C%22fkId%22%3A%22v36hi812yao8dawkkai2vuvv06nq2d0b%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'dataParams': '{\"jobId\":\"46557423\",\"jobKind\":\"2\",\"imId\":\"b9f180babb88d8c1d6a9d1214a39013b\",\"imUserType\":\"2\",\"recruiterName\":\"梁女士\",\"userId\":\"a2d2354bf657634e4912f8ab59d2cc03\",\"recruiterPhoto\":\"5f8f9863f6d1ab58476f246a08u.jpg\"}'},\n",
       "    {'job': {'labels': ['数据分析'],\n",
       "      'jobId': '41293593',\n",
       "      'title': '产品经理',\n",
       "      'salary': '15-20k·13薪',\n",
       "      'dq': '广州',\n",
       "      'jobKind': '2',\n",
       "      'requireWorkYears': '1-3年',\n",
       "      'requireEduLevel': '本科',\n",
       "      'advViewFlag': False,\n",
       "      'refreshTime': '20210723095531',\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'topJob': False,\n",
       "      'link': 'https://www.liepin.com/job/1941293593.shtml',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=21&skId=z0bz071flsw02izwxhy5b8jue7eee7y8&fkId=v36hi812yao8dawkkai2vuvv06nq2d0b&ckId=v36hi812yao8dawkkai2vuvv06nq2d0b&sfrom=search_job_pc&curPage=0&pageSize=40&index=21'},\n",
       "     'comp': {'compScale': '50-99人',\n",
       "      'compId': 9249321,\n",
       "      'compStage': '融资未公开',\n",
       "      'compLogo': '60f919edecacff0bd07ea1c308u.jpg',\n",
       "      'compName': '卓术信息',\n",
       "      'link': 'https://www.liepin.com/company/9249321/',\n",
       "      'compIndustry': '科技金融'},\n",
       "     'recruiter': {'chatted': False,\n",
       "      'imId': 'abdc4a6288cb408c67afc08fad36a30d',\n",
       "      'imUserType': '2',\n",
       "      'recruiterName': '陈女士',\n",
       "      'recruiterTitle': '广州卓术信息科技有限公司',\n",
       "      'recruiterId': '41a7ab5db2267b7a7086e5281ecdcd6d',\n",
       "      'recruiterPhoto': '5f8f986779c7cc70efbf36c008u.jpg'},\n",
       "     'dataInfo': '%7B%22jobId%22%3A%2241293593%22%2C%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22v36hi812yao8dawkkai2vuvv06nq2d0b%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%22z0bz071flsw02izwxhy5b8jue7eee7y8%22%2C%22fkId%22%3A%22v36hi812yao8dawkkai2vuvv06nq2d0b%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'dataParams': '{\"jobId\":\"41293593\",\"jobKind\":\"2\",\"imId\":\"abdc4a6288cb408c67afc08fad36a30d\",\"imUserType\":\"2\",\"recruiterName\":\"陈女士\",\"userId\":\"41a7ab5db2267b7a7086e5281ecdcd6d\",\"recruiterPhoto\":\"5f8f986779c7cc70efbf36c008u.jpg\"}'},\n",
       "    {'job': {'labels': ['产品设计', 'axure', 'visio', 'xmind', 'erp', '需求分析'],\n",
       "      'jobId': '44638211',\n",
       "      'title': '产品经理',\n",
       "      'salary': '7-12k',\n",
       "      'dq': '广州-越秀区',\n",
       "      'jobKind': '2',\n",
       "      'requireWorkYears': '1-3年',\n",
       "      'requireEduLevel': '大专',\n",
       "      'advViewFlag': False,\n",
       "      'refreshTime': '20211112142054',\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'topJob': False,\n",
       "      'link': 'https://www.liepin.com/job/1944638211.shtml',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=22&skId=z0bz071flsw02izwxhy5b8jue7eee7y8&fkId=v36hi812yao8dawkkai2vuvv06nq2d0b&ckId=v36hi812yao8dawkkai2vuvv06nq2d0b&sfrom=search_job_pc&curPage=0&pageSize=40&index=22'},\n",
       "     'comp': {'compScale': '500-999人',\n",
       "      'compId': 8947527,\n",
       "      'compStage': '战略投资',\n",
       "      'compLogo': '5fd9ac8a1721db2a11d6bfe501u.png',\n",
       "      'compName': '亮健集团',\n",
       "      'link': 'https://www.liepin.com/company/8947527/',\n",
       "      'compIndustry': '电子商务'},\n",
       "     'recruiter': {'chatted': False,\n",
       "      'imId': 'a7c1274d81ffbd5c8fa263ed17de85b1',\n",
       "      'imUserType': '2',\n",
       "      'recruiterName': '李女士',\n",
       "      'recruiterTitle': '招聘专员',\n",
       "      'recruiterId': 'd065b1daa7bcb84ae6c40ac9e0b1d9fc',\n",
       "      'recruiterPhoto': '5f8f98648dbe6273dcf8515508u.jpg'},\n",
       "     'dataInfo': '%7B%22jobId%22%3A%2244638211%22%2C%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22v36hi812yao8dawkkai2vuvv06nq2d0b%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%22z0bz071flsw02izwxhy5b8jue7eee7y8%22%2C%22fkId%22%3A%22v36hi812yao8dawkkai2vuvv06nq2d0b%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'dataParams': '{\"jobId\":\"44638211\",\"jobKind\":\"2\",\"imId\":\"a7c1274d81ffbd5c8fa263ed17de85b1\",\"imUserType\":\"2\",\"recruiterName\":\"李女士\",\"userId\":\"d065b1daa7bcb84ae6c40ac9e0b1d9fc\",\"recruiterPhoto\":\"5f8f98648dbe6273dcf8515508u.jpg\"}'},\n",
       "    {'job': {'labels': ['工具产品', '移动端产品'],\n",
       "      'jobId': '55540905',\n",
       "      'title': '产品经理（工具产品）',\n",
       "      'salary': '15-25k',\n",
       "      'dq': '广州-天河区',\n",
       "      'jobKind': '2',\n",
       "      'requireWorkYears': '1-3年',\n",
       "      'requireEduLevel': '本科',\n",
       "      'advViewFlag': False,\n",
       "      'refreshTime': '20230411145606',\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'topJob': False,\n",
       "      'link': 'https://www.liepin.com/job/1955540905.shtml',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=23&skId=z0bz071flsw02izwxhy5b8jue7eee7y8&fkId=v36hi812yao8dawkkai2vuvv06nq2d0b&ckId=v36hi812yao8dawkkai2vuvv06nq2d0b&sfrom=search_job_pc&curPage=0&pageSize=40&index=23'},\n",
       "     'comp': {'compScale': '100-499人',\n",
       "      'compId': 8835306,\n",
       "      'compStage': 'A轮',\n",
       "      'compLogo': '5de9b7cf276e4871f4155d2a08u.jpg',\n",
       "      'compName': '至真信息',\n",
       "      'link': 'https://www.liepin.com/company/8835306/',\n",
       "      'compIndustry': '互联网'},\n",
       "     'recruiter': {'chatted': False,\n",
       "      'imId': '419e123d9f6bdaed6dadb487287a091a',\n",
       "      'imUserType': '2',\n",
       "      'recruiterName': '康女士',\n",
       "      'recruiterTitle': '招聘',\n",
       "      'recruiterId': '626782c0f12b3069230926edcca89924',\n",
       "      'recruiterPhoto': '5de9b8bfcd52473b94f2fba308u.jpg'},\n",
       "     'dataInfo': '%7B%22jobId%22%3A%2255540905%22%2C%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22v36hi812yao8dawkkai2vuvv06nq2d0b%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%22z0bz071flsw02izwxhy5b8jue7eee7y8%22%2C%22fkId%22%3A%22v36hi812yao8dawkkai2vuvv06nq2d0b%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'dataParams': '{\"jobId\":\"55540905\",\"jobKind\":\"2\",\"imId\":\"419e123d9f6bdaed6dadb487287a091a\",\"imUserType\":\"2\",\"recruiterName\":\"康女士\",\"userId\":\"626782c0f12b3069230926edcca89924\",\"recruiterPhoto\":\"5de9b8bfcd52473b94f2fba308u.jpg\"}'},\n",
       "    {'job': {'labels': [],\n",
       "      'jobId': '41342655',\n",
       "      'title': '产品经理（金融类产品）',\n",
       "      'salary': '8-15k·13薪',\n",
       "      'dq': '广州-海珠区',\n",
       "      'jobKind': '2',\n",
       "      'requireWorkYears': '1-3年',\n",
       "      'requireEduLevel': '本科',\n",
       "      'advViewFlag': False,\n",
       "      'refreshTime': '20230316172436',\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'topJob': False,\n",
       "      'link': 'https://www.liepin.com/job/1941342655.shtml',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=24&skId=z0bz071flsw02izwxhy5b8jue7eee7y8&fkId=v36hi812yao8dawkkai2vuvv06nq2d0b&ckId=v36hi812yao8dawkkai2vuvv06nq2d0b&sfrom=search_job_pc&curPage=0&pageSize=40&index=24'},\n",
       "     'comp': {'compScale': '500-999人',\n",
       "      'compId': 8166526,\n",
       "      'compLogo': '624a9b1378302f2c469582d607u.png',\n",
       "      'compName': '广州乐牛游戏',\n",
       "      'link': 'https://www.liepin.com/company/8166526/',\n",
       "      'compIndustry': '游戏'},\n",
       "     'recruiter': {'chatted': False,\n",
       "      'imId': '03e8d37d540f7aacac365a663ca833da',\n",
       "      'imUserType': '2',\n",
       "      'recruiterName': '吴女士',\n",
       "      'recruiterTitle': 'HR',\n",
       "      'recruiterId': '0042dacfb48178e98761eb2ffb64e351',\n",
       "      'recruiterPhoto': '5f8f9866dfb13a7dee342f1808u.jpg'},\n",
       "     'dataInfo': '%7B%22jobId%22%3A%2241342655%22%2C%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22v36hi812yao8dawkkai2vuvv06nq2d0b%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%22z0bz071flsw02izwxhy5b8jue7eee7y8%22%2C%22fkId%22%3A%22v36hi812yao8dawkkai2vuvv06nq2d0b%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'dataParams': '{\"jobId\":\"41342655\",\"jobKind\":\"2\",\"imId\":\"03e8d37d540f7aacac365a663ca833da\",\"imUserType\":\"2\",\"recruiterName\":\"吴女士\",\"userId\":\"0042dacfb48178e98761eb2ffb64e351\",\"recruiterPhoto\":\"5f8f9866dfb13a7dee342f1808u.jpg\"}'},\n",
       "    {'job': {'labels': ['支付产品',\n",
       "       '工具产品',\n",
       "       '供应链产品',\n",
       "       '产品规划',\n",
       "       '产品设计',\n",
       "       '需求分析',\n",
       "       '数据分析',\n",
       "       '财务产品',\n",
       "       'to B'],\n",
       "      'jobId': '58230073',\n",
       "      'title': '支付结算产品经理（供应链）',\n",
       "      'salary': '20-40k·16薪',\n",
       "      'dq': '广州-番禺区',\n",
       "      'jobKind': '2',\n",
       "      'requireWorkYears': '1-3年',\n",
       "      'requireEduLevel': '统招本科',\n",
       "      'advViewFlag': False,\n",
       "      'refreshTime': '20230429161907',\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'topJob': False,\n",
       "      'link': 'https://www.liepin.com/job/1958230073.shtml',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=25&skId=z0bz071flsw02izwxhy5b8jue7eee7y8&fkId=v36hi812yao8dawkkai2vuvv06nq2d0b&ckId=v36hi812yao8dawkkai2vuvv06nq2d0b&sfrom=search_job_pc&curPage=0&pageSize=40&index=25'},\n",
       "     'comp': {'compScale': '5000-10000人',\n",
       "      'compId': 8537928,\n",
       "      'compStage': '已上市',\n",
       "      'compLogo': '5bfea00c74719d2aa34be33603a.png',\n",
       "      'compName': '上海寻梦信息技术有限公司',\n",
       "      'link': 'https://www.liepin.com/company/8537928/',\n",
       "      'compIndustry': '消费品'},\n",
       "     'recruiter': {'chatted': False,\n",
       "      'imId': '01bdff5bdd175f73bed9c63c695716f7',\n",
       "      'imUserType': '2',\n",
       "      'recruiterName': '李女士',\n",
       "      'recruiterTitle': 'HR',\n",
       "      'recruiterId': '4cb038ce180249e5b6d6f34ea69aacf8',\n",
       "      'recruiterPhoto': '62201c0397e97d36de7fadb308u.png'},\n",
       "     'dataInfo': '%7B%22jobId%22%3A%2258230073%22%2C%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22v36hi812yao8dawkkai2vuvv06nq2d0b%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%22z0bz071flsw02izwxhy5b8jue7eee7y8%22%2C%22fkId%22%3A%22v36hi812yao8dawkkai2vuvv06nq2d0b%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'dataParams': '{\"jobId\":\"58230073\",\"jobKind\":\"2\",\"imId\":\"01bdff5bdd175f73bed9c63c695716f7\",\"imUserType\":\"2\",\"recruiterName\":\"李女士\",\"userId\":\"4cb038ce180249e5b6d6f34ea69aacf8\",\"recruiterPhoto\":\"62201c0397e97d36de7fadb308u.png\"}'},\n",
       "    {'job': {'labels': ['云网编排', '电信'],\n",
       "      'jobId': '56928029',\n",
       "      'title': '产品经理',\n",
       "      'salary': '12-25k',\n",
       "      'dq': '广州-天河区',\n",
       "      'jobKind': '2',\n",
       "      'requireWorkYears': '1-3年',\n",
       "      'requireEduLevel': '本科',\n",
       "      'advViewFlag': False,\n",
       "      'refreshTime': '20230510090634',\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'topJob': False,\n",
       "      'link': 'https://www.liepin.com/job/1956928029.shtml',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=26&skId=z0bz071flsw02izwxhy5b8jue7eee7y8&fkId=v36hi812yao8dawkkai2vuvv06nq2d0b&ckId=v36hi812yao8dawkkai2vuvv06nq2d0b&sfrom=search_job_pc&curPage=0&pageSize=40&index=26'},\n",
       "     'comp': {'compScale': '2000-5000人',\n",
       "      'compId': 552933,\n",
       "      'compLogo': '5bfea2fc74719d2aa34c73fb03a.png',\n",
       "      'compName': '广东亿迅科技有限公司',\n",
       "      'link': 'https://www.liepin.com/company/552933/',\n",
       "      'compIndustry': '计算机软件'},\n",
       "     'recruiter': {'chatted': False,\n",
       "      'imId': '69dd5aa7404662acbf1edd1f3249a09c',\n",
       "      'imUserType': '2',\n",
       "      'recruiterName': '张女士',\n",
       "      'recruiterTitle': '招聘管理',\n",
       "      'recruiterId': '08e4b7710d87386c452b3baea68b57ec',\n",
       "      'recruiterPhoto': '5f8f9863f6d1ab58476f246a08u.jpg'},\n",
       "     'dataInfo': '%7B%22jobId%22%3A%2256928029%22%2C%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22v36hi812yao8dawkkai2vuvv06nq2d0b%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%22z0bz071flsw02izwxhy5b8jue7eee7y8%22%2C%22fkId%22%3A%22v36hi812yao8dawkkai2vuvv06nq2d0b%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'dataParams': '{\"jobId\":\"56928029\",\"jobKind\":\"2\",\"imId\":\"69dd5aa7404662acbf1edd1f3249a09c\",\"imUserType\":\"2\",\"recruiterName\":\"张女士\",\"userId\":\"08e4b7710d87386c452b3baea68b57ec\",\"recruiterPhoto\":\"5f8f9863f6d1ab58476f246a08u.jpg\"}'},\n",
       "    {'job': {'labels': ['Visio', 'Axure', '工业互联网'],\n",
       "      'jobId': '58024007',\n",
       "      'title': '产品经理',\n",
       "      'salary': '11-17k',\n",
       "      'dq': '广州-天河区',\n",
       "      'jobKind': '2',\n",
       "      'requireWorkYears': '1-3年',\n",
       "      'requireEduLevel': '本科',\n",
       "      'advViewFlag': False,\n",
       "      'refreshTime': '20230508133704',\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'topJob': False,\n",
       "      'link': 'https://www.liepin.com/job/1958024007.shtml',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=27&skId=z0bz071flsw02izwxhy5b8jue7eee7y8&fkId=v36hi812yao8dawkkai2vuvv06nq2d0b&ckId=v36hi812yao8dawkkai2vuvv06nq2d0b&sfrom=search_job_pc&curPage=0&pageSize=40&index=27'},\n",
       "     'comp': {'compScale': '50-99人',\n",
       "      'compId': 9944665,\n",
       "      'compLogo': '61b07937d0458d53c627567e02u.jpg',\n",
       "      'compName': '中船工业互联网有限公司',\n",
       "      'link': 'https://www.liepin.com/company/9944665/',\n",
       "      'compIndustry': '互联网'},\n",
       "     'recruiter': {'chatted': False,\n",
       "      'imId': 'a93749238acde2291837546e45eb3a29',\n",
       "      'imUserType': '2',\n",
       "      'recruiterName': '郭女士',\n",
       "      'recruiterTitle': '',\n",
       "      'recruiterId': 'd5177c362ae2b36051ad066dbe2db213',\n",
       "      'recruiterPhoto': '5f8f98648dbe6273dcf8515508u.jpg'},\n",
       "     'dataInfo': '%7B%22jobId%22%3A%2258024007%22%2C%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22v36hi812yao8dawkkai2vuvv06nq2d0b%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%22z0bz071flsw02izwxhy5b8jue7eee7y8%22%2C%22fkId%22%3A%22v36hi812yao8dawkkai2vuvv06nq2d0b%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'dataParams': '{\"jobId\":\"58024007\",\"jobKind\":\"2\",\"imId\":\"a93749238acde2291837546e45eb3a29\",\"imUserType\":\"2\",\"recruiterName\":\"郭女士\",\"userId\":\"d5177c362ae2b36051ad066dbe2db213\",\"recruiterPhoto\":\"5f8f98648dbe6273dcf8515508u.jpg\"}'},\n",
       "    {'job': {'labels': ['跨境电商', 'to C', 'ERP系统', '数据分析', '供应链产品'],\n",
       "      'jobId': '56142583',\n",
       "      'title': '产品经理',\n",
       "      'salary': '20-30k',\n",
       "      'dq': '广州-越秀区',\n",
       "      'jobKind': '2',\n",
       "      'requireWorkYears': '1-3年',\n",
       "      'requireEduLevel': '统招本科',\n",
       "      'advViewFlag': False,\n",
       "      'refreshTime': '20230510105511',\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'topJob': False,\n",
       "      'link': 'https://www.liepin.com/job/1956142583.shtml',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=28&skId=z0bz071flsw02izwxhy5b8jue7eee7y8&fkId=v36hi812yao8dawkkai2vuvv06nq2d0b&ckId=v36hi812yao8dawkkai2vuvv06nq2d0b&sfrom=search_job_pc&curPage=0&pageSize=40&index=28'},\n",
       "     'comp': {'compScale': '500-999人',\n",
       "      'compId': 13297665,\n",
       "      'compLogo': '634f899ab0584d35822417cb06u.png',\n",
       "      'compName': '文峰荟(广州)企业管理有限公司',\n",
       "      'link': 'https://www.liepin.com/company/13297665/',\n",
       "      'compIndustry': '电子商务'},\n",
       "     'recruiter': {'chatted': False,\n",
       "      'imId': 'ae28de7e05e365ec4905a3841e4dc3ea',\n",
       "      'imUserType': '2',\n",
       "      'recruiterName': '王女士',\n",
       "      'recruiterTitle': '人事专员',\n",
       "      'recruiterId': 'e36552938188a1aad74c93eafadb8eb7',\n",
       "      'recruiterPhoto': '5f8f9865ea60860b75384fa508u.jpg'},\n",
       "     'dataInfo': '%7B%22jobId%22%3A%2256142583%22%2C%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22v36hi812yao8dawkkai2vuvv06nq2d0b%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%22z0bz071flsw02izwxhy5b8jue7eee7y8%22%2C%22fkId%22%3A%22v36hi812yao8dawkkai2vuvv06nq2d0b%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'dataParams': '{\"jobId\":\"56142583\",\"jobKind\":\"2\",\"imId\":\"ae28de7e05e365ec4905a3841e4dc3ea\",\"imUserType\":\"2\",\"recruiterName\":\"王女士\",\"userId\":\"e36552938188a1aad74c93eafadb8eb7\",\"recruiterPhoto\":\"5f8f9865ea60860b75384fa508u.jpg\"}'},\n",
       "    {'job': {'labels': ['数据产品',\n",
       "       '客户端产品',\n",
       "       'CRM产品',\n",
       "       'CRM系统',\n",
       "       'to C',\n",
       "       '用户研究',\n",
       "       '产品设计',\n",
       "       '产品规划',\n",
       "       '产品优化',\n",
       "       '团队管理'],\n",
       "      'jobId': '52932415',\n",
       "      'title': '产品经理（双休）',\n",
       "      'salary': '12-15k',\n",
       "      'dq': '广州-天河区',\n",
       "      'jobKind': '2',\n",
       "      'requireWorkYears': '1-3年',\n",
       "      'requireEduLevel': '统招本科',\n",
       "      'advViewFlag': False,\n",
       "      'refreshTime': '20230213135238',\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'topJob': False,\n",
       "      'link': 'https://www.liepin.com/job/1952932415.shtml',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=29&skId=z0bz071flsw02izwxhy5b8jue7eee7y8&fkId=v36hi812yao8dawkkai2vuvv06nq2d0b&ckId=v36hi812yao8dawkkai2vuvv06nq2d0b&sfrom=search_job_pc&curPage=0&pageSize=40&index=29'},\n",
       "     'comp': {'compScale': '100-499人',\n",
       "      'compId': 13320911,\n",
       "      'compLogo': '6336b8f04dcf895d5bcd412806u.png',\n",
       "      'compName': '九州国际会展',\n",
       "      'link': 'https://www.liepin.com/company/13320911/',\n",
       "      'compIndustry': '广告/公关/会展'},\n",
       "     'recruiter': {'chatted': False,\n",
       "      'imId': 'e4bf1583b9e4e0cf6c47a62dcc2db52b',\n",
       "      'imUserType': '2',\n",
       "      'recruiterName': '陈女士',\n",
       "      'recruiterTitle': 'HR',\n",
       "      'recruiterId': '1b45d1e7748f010fcdd85d92c851c486',\n",
       "      'recruiterPhoto': '5f8f9865ea60860b75384fa508u.jpg'},\n",
       "     'dataInfo': '%7B%22jobId%22%3A%2252932415%22%2C%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22v36hi812yao8dawkkai2vuvv06nq2d0b%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%22z0bz071flsw02izwxhy5b8jue7eee7y8%22%2C%22fkId%22%3A%22v36hi812yao8dawkkai2vuvv06nq2d0b%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'dataParams': '{\"jobId\":\"52932415\",\"jobKind\":\"2\",\"imId\":\"e4bf1583b9e4e0cf6c47a62dcc2db52b\",\"imUserType\":\"2\",\"recruiterName\":\"陈女士\",\"userId\":\"1b45d1e7748f010fcdd85d92c851c486\",\"recruiterPhoto\":\"5f8f9865ea60860b75384fa508u.jpg\"}'},\n",
       "    {'job': {'labels': [],\n",
       "      'jobId': '56773475',\n",
       "      'title': '代客代理中心产品经理岗（衍生品交易产品经理）',\n",
       "      'salary': '15-30k',\n",
       "      'dq': '广州-天河区',\n",
       "      'jobKind': '2',\n",
       "      'requireWorkYears': '1-3年',\n",
       "      'requireEduLevel': '统招本科',\n",
       "      'advViewFlag': False,\n",
       "      'refreshTime': '20230308105217',\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'topJob': False,\n",
       "      'link': 'https://www.liepin.com/job/1956773475.shtml',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=30&skId=z0bz071flsw02izwxhy5b8jue7eee7y8&fkId=v36hi812yao8dawkkai2vuvv06nq2d0b&ckId=v36hi812yao8dawkkai2vuvv06nq2d0b&sfrom=search_job_pc&curPage=0&pageSize=40&index=30'},\n",
       "     'comp': {'compScale': '2000-5000人',\n",
       "      'compId': 8790445,\n",
       "      'compLogo': '5bfea60174719d2aa34cf03003a.png',\n",
       "      'compName': '浦发银行',\n",
       "      'link': 'https://www.liepin.com/company/8790445/',\n",
       "      'compIndustry': '银行'},\n",
       "     'recruiter': {'chatted': False,\n",
       "      'imId': 'a6ecbb8d620b5506c1bd2b3e9fec8144',\n",
       "      'imUserType': '2',\n",
       "      'recruiterName': '陈女士',\n",
       "      'recruiterTitle': '人力资源部',\n",
       "      'recruiterId': 'f3b6bdf2ce40fc5ff3a020d01df02f01',\n",
       "      'recruiterPhoto': '5f8f986779c7cc70efbf36c008u.jpg'},\n",
       "     'dataInfo': '%7B%22jobId%22%3A%2256773475%22%2C%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22v36hi812yao8dawkkai2vuvv06nq2d0b%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%22z0bz071flsw02izwxhy5b8jue7eee7y8%22%2C%22fkId%22%3A%22v36hi812yao8dawkkai2vuvv06nq2d0b%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'dataParams': '{\"jobId\":\"56773475\",\"jobKind\":\"2\",\"imId\":\"a6ecbb8d620b5506c1bd2b3e9fec8144\",\"imUserType\":\"2\",\"recruiterName\":\"陈女士\",\"userId\":\"f3b6bdf2ce40fc5ff3a020d01df02f01\",\"recruiterPhoto\":\"5f8f986779c7cc70efbf36c008u.jpg\"}'},\n",
       "    {'job': {'labels': [],\n",
       "      'jobId': '52410465',\n",
       "      'title': '产品经理(妇瘤领域）',\n",
       "      'salary': '20-40k',\n",
       "      'dq': '广州-海珠区',\n",
       "      'jobKind': '2',\n",
       "      'requireWorkYears': '1-3年',\n",
       "      'requireEduLevel': '统招本科',\n",
       "      'advViewFlag': False,\n",
       "      'refreshTime': '20230424105203',\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'topJob': False,\n",
       "      'link': 'https://www.liepin.com/job/1952410465.shtml',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=31&skId=z0bz071flsw02izwxhy5b8jue7eee7y8&fkId=v36hi812yao8dawkkai2vuvv06nq2d0b&ckId=v36hi812yao8dawkkai2vuvv06nq2d0b&sfrom=search_job_pc&curPage=0&pageSize=40&index=31'},\n",
       "     'comp': {'compScale': '2000-5000人',\n",
       "      'compId': 8275623,\n",
       "      'compStage': '港股上市',\n",
       "      'compLogo': '5bfe916674719d35745ad29703a.png',\n",
       "      'compName': '康方生物',\n",
       "      'link': 'https://www.liepin.com/company/8275623/',\n",
       "      'compIndustry': '制药'},\n",
       "     'recruiter': {'chatted': False,\n",
       "      'imId': '34bca69415136074d2e7a31c096a5fc3',\n",
       "      'imUserType': '2',\n",
       "      'recruiterName': '邓女士',\n",
       "      'recruiterTitle': 'HR',\n",
       "      'recruiterId': '42a2c62bf934a3d99dabcf9dd14166d8',\n",
       "      'recruiterPhoto': '5f8f9865ea60860b75384fa508u.jpg'},\n",
       "     'dataInfo': '%7B%22jobId%22%3A%2252410465%22%2C%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22v36hi812yao8dawkkai2vuvv06nq2d0b%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%22z0bz071flsw02izwxhy5b8jue7eee7y8%22%2C%22fkId%22%3A%22v36hi812yao8dawkkai2vuvv06nq2d0b%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'dataParams': '{\"jobId\":\"52410465\",\"jobKind\":\"2\",\"imId\":\"34bca69415136074d2e7a31c096a5fc3\",\"imUserType\":\"2\",\"recruiterName\":\"邓女士\",\"userId\":\"42a2c62bf934a3d99dabcf9dd14166d8\",\"recruiterPhoto\":\"5f8f9865ea60860b75384fa508u.jpg\"}'},\n",
       "    {'job': {'labels': ['IT互联网', '用户研究', '市场调研'],\n",
       "      'jobId': '41290327',\n",
       "      'title': '高级产品经理-',\n",
       "      'salary': '18-28k·16薪',\n",
       "      'dq': '广州',\n",
       "      'jobKind': '2',\n",
       "      'requireWorkYears': '1-3年',\n",
       "      'requireEduLevel': '本科',\n",
       "      'advViewFlag': False,\n",
       "      'refreshTime': '20220317182024',\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'topJob': False,\n",
       "      'link': 'https://www.liepin.com/job/1941290327.shtml',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=32&skId=z0bz071flsw02izwxhy5b8jue7eee7y8&fkId=v36hi812yao8dawkkai2vuvv06nq2d0b&ckId=v36hi812yao8dawkkai2vuvv06nq2d0b&sfrom=search_job_pc&curPage=0&pageSize=40&index=32'},\n",
       "     'comp': {'compScale': '2000-5000人',\n",
       "      'compId': 9541320,\n",
       "      'compLogo': '635f3558bc4bee6f5c71877b04u.png',\n",
       "      'compName': '数字广东',\n",
       "      'link': 'https://www.liepin.com/company/9541320/',\n",
       "      'compIndustry': '互联网'},\n",
       "     'recruiter': {'chatted': False,\n",
       "      'imId': 'a3f8d3fcd35211590eae969ce9a54d02',\n",
       "      'imUserType': '2',\n",
       "      'recruiterName': '刘女士',\n",
       "      'recruiterTitle': '招聘专员',\n",
       "      'recruiterId': '3c7809eade2bdcbf731b0e7b4e6639e3',\n",
       "      'recruiterPhoto': '5f8f98648dbe6273dcf8515508u.jpg'},\n",
       "     'dataInfo': '%7B%22jobId%22%3A%2241290327%22%2C%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22v36hi812yao8dawkkai2vuvv06nq2d0b%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%22z0bz071flsw02izwxhy5b8jue7eee7y8%22%2C%22fkId%22%3A%22v36hi812yao8dawkkai2vuvv06nq2d0b%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'dataParams': '{\"jobId\":\"41290327\",\"jobKind\":\"2\",\"imId\":\"a3f8d3fcd35211590eae969ce9a54d02\",\"imUserType\":\"2\",\"recruiterName\":\"刘女士\",\"userId\":\"3c7809eade2bdcbf731b0e7b4e6639e3\",\"recruiterPhoto\":\"5f8f98648dbe6273dcf8515508u.jpg\"}'},\n",
       "    {'job': {'labels': ['交易产品',\n",
       "       '供应链产品',\n",
       "       '数据产品',\n",
       "       '电商产品',\n",
       "       'to B',\n",
       "       '采购',\n",
       "       'CRM系统',\n",
       "       'SaaS系统',\n",
       "       '信息安全',\n",
       "       '计算机软件'],\n",
       "      'jobId': '57365497',\n",
       "      'title': '产品经理岗（信息技术）',\n",
       "      'salary': '10-16k·15薪',\n",
       "      'dq': '广州-越秀区',\n",
       "      'jobKind': '2',\n",
       "      'requireWorkYears': '1-3年',\n",
       "      'requireEduLevel': '统招本科',\n",
       "      'advViewFlag': False,\n",
       "      'refreshTime': '20230419180107',\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'topJob': False,\n",
       "      'link': 'https://www.liepin.com/job/1957365497.shtml',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=33&skId=z0bz071flsw02izwxhy5b8jue7eee7y8&fkId=v36hi812yao8dawkkai2vuvv06nq2d0b&ckId=v36hi812yao8dawkkai2vuvv06nq2d0b&sfrom=search_job_pc&curPage=0&pageSize=40&index=33'},\n",
       "     'comp': {'compScale': '100-499人',\n",
       "      'compId': 13126133,\n",
       "      'compLogo': '61b07937d0458d53c627567e02u.jpg',\n",
       "      'compName': '广州交易所集团有限公司',\n",
       "      'link': 'https://www.liepin.com/company/13126133/',\n",
       "      'compIndustry': '基金/证券/期货'},\n",
       "     'recruiter': {'chatted': False,\n",
       "      'imId': 'a2afe536821a6213835da8f121f93219',\n",
       "      'imUserType': '2',\n",
       "      'recruiterName': '陈女士',\n",
       "      'recruiterTitle': '',\n",
       "      'recruiterId': '54cbd070baed9f4ed723ded599efb12c',\n",
       "      'recruiterPhoto': '5f8f9865ea60860b75384fa508u.jpg'},\n",
       "     'dataInfo': '%7B%22jobId%22%3A%2257365497%22%2C%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22v36hi812yao8dawkkai2vuvv06nq2d0b%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%22z0bz071flsw02izwxhy5b8jue7eee7y8%22%2C%22fkId%22%3A%22v36hi812yao8dawkkai2vuvv06nq2d0b%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'dataParams': '{\"jobId\":\"57365497\",\"jobKind\":\"2\",\"imId\":\"a2afe536821a6213835da8f121f93219\",\"imUserType\":\"2\",\"recruiterName\":\"陈女士\",\"userId\":\"54cbd070baed9f4ed723ded599efb12c\",\"recruiterPhoto\":\"5f8f9865ea60860b75384fa508u.jpg\"}'},\n",
       "    {'job': {'labels': [],\n",
       "      'jobId': '43415437',\n",
       "      'title': '产品经理（护肤品产品经理）',\n",
       "      'salary': '10-15k',\n",
       "      'dq': '广州-白云区',\n",
       "      'jobKind': '1',\n",
       "      'requireWorkYears': '1-3年',\n",
       "      'requireEduLevel': '统招本科',\n",
       "      'advViewFlag': False,\n",
       "      'refreshTime': '20230505103207',\n",
       "      'topJob': False,\n",
       "      'link': 'https://www.liepin.com/a/43415437.shtml',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=34&skId=z0bz071flsw02izwxhy5b8jue7eee7y8&fkId=v36hi812yao8dawkkai2vuvv06nq2d0b&ckId=v36hi812yao8dawkkai2vuvv06nq2d0b&sfrom=search_job_pc&curPage=0&pageSize=40&index=34'},\n",
       "     'comp': {'compScale': '500-999人',\n",
       "      'compStage': '已上市',\n",
       "      'compLogo': '60e2fe0bf3df194a3c48adb502u.png',\n",
       "      'compName': '某化妆品企业',\n",
       "      'link': '',\n",
       "      'compIndustry': '个人护理品'},\n",
       "     'recruiter': {'chatted': False,\n",
       "      'imId': 'f8e487f9c2ce7cab62cb88e0a323364d',\n",
       "      'imUserType': '2',\n",
       "      'recruiterName': '唐女士',\n",
       "      'recruiterTitle': '猎头顾问',\n",
       "      'recruiterId': '36b94f67508835cc9a16a1a712525b2e',\n",
       "      'recruiterPhoto': '60eff8fa72adae59b22441f602u.png'},\n",
       "     'dataInfo': '%7B%22jobId%22%3A%2243415437%22%2C%22jobKind%22%3A%221%22%2C%22ckId%22%3A%22v36hi812yao8dawkkai2vuvv06nq2d0b%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%22z0bz071flsw02izwxhy5b8jue7eee7y8%22%2C%22fkId%22%3A%22v36hi812yao8dawkkai2vuvv06nq2d0b%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'dataParams': '{\"jobId\":\"43415437\",\"jobKind\":\"1\",\"imId\":\"f8e487f9c2ce7cab62cb88e0a323364d\",\"imUserType\":\"2\",\"recruiterName\":\"唐女士\",\"userId\":\"36b94f67508835cc9a16a1a712525b2e\",\"recruiterPhoto\":\"60eff8fa72adae59b22441f602u.png\"}'},\n",
       "    {'job': {'labels': ['工具产品', '客户端产品'],\n",
       "      'jobId': '58061585',\n",
       "      'title': '产品经理(运营工具类)',\n",
       "      'salary': '20-30k',\n",
       "      'dq': '广州-海珠区',\n",
       "      'jobKind': '2',\n",
       "      'requireWorkYears': '1-3年',\n",
       "      'requireEduLevel': '本科',\n",
       "      'advViewFlag': False,\n",
       "      'refreshTime': '20230423180459',\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'topJob': False,\n",
       "      'link': 'https://www.liepin.com/job/1958061585.shtml',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=35&skId=z0bz071flsw02izwxhy5b8jue7eee7y8&fkId=v36hi812yao8dawkkai2vuvv06nq2d0b&ckId=v36hi812yao8dawkkai2vuvv06nq2d0b&sfrom=search_job_pc&curPage=0&pageSize=40&index=35'},\n",
       "     'comp': {'compScale': '10000人以上',\n",
       "      'compId': 2020322,\n",
       "      'compStage': '美股上市',\n",
       "      'compLogo': '5d3f908a81fb1a0d6f60102105u.jpg',\n",
       "      'compName': '唯品会(中国)',\n",
       "      'link': 'https://www.liepin.com/company/2020322/',\n",
       "      'compIndustry': '互联网'},\n",
       "     'recruiter': {'chatted': False,\n",
       "      'imId': 'c3cb189cf9b5b27906342a441a87c2a0',\n",
       "      'imUserType': '2',\n",
       "      'recruiterName': '姚先生',\n",
       "      'recruiterTitle': 'HR',\n",
       "      'recruiterId': 'cc35ec1aa9700d5ede2b0659cc984ffa',\n",
       "      'recruiterPhoto': '5f8f986c79c7cc70efbf36c808u.jpg'},\n",
       "     'dataInfo': '%7B%22jobId%22%3A%2258061585%22%2C%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22v36hi812yao8dawkkai2vuvv06nq2d0b%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%22z0bz071flsw02izwxhy5b8jue7eee7y8%22%2C%22fkId%22%3A%22v36hi812yao8dawkkai2vuvv06nq2d0b%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'dataParams': '{\"jobId\":\"58061585\",\"jobKind\":\"2\",\"imId\":\"c3cb189cf9b5b27906342a441a87c2a0\",\"imUserType\":\"2\",\"recruiterName\":\"姚先生\",\"userId\":\"cc35ec1aa9700d5ede2b0659cc984ffa\",\"recruiterPhoto\":\"5f8f986c79c7cc70efbf36c808u.jpg\"}'},\n",
       "    {'job': {'labels': [],\n",
       "      'jobId': '57515707',\n",
       "      'title': '广花融资担保公司（筹）产品经理',\n",
       "      'salary': '10-20k',\n",
       "      'dq': '广州-花都区',\n",
       "      'jobKind': '2',\n",
       "      'requireWorkYears': '1-3年',\n",
       "      'requireEduLevel': '统招本科',\n",
       "      'advViewFlag': False,\n",
       "      'refreshTime': '20230418091105',\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'topJob': False,\n",
       "      'link': 'https://www.liepin.com/job/1957515707.shtml',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=36&skId=z0bz071flsw02izwxhy5b8jue7eee7y8&fkId=v36hi812yao8dawkkai2vuvv06nq2d0b&ckId=v36hi812yao8dawkkai2vuvv06nq2d0b&sfrom=search_job_pc&curPage=0&pageSize=40&index=36'},\n",
       "     'comp': {'compScale': '50-99人',\n",
       "      'compId': 13183547,\n",
       "      'compStage': '融资未公开',\n",
       "      'compLogo': '61b07937d0458d53c627567e02u.jpg',\n",
       "      'compName': '广州智都投资控股集团有限公司',\n",
       "      'link': 'https://www.liepin.com/company/13183547/',\n",
       "      'compIndustry': '其他商务服务业'},\n",
       "     'recruiter': {'chatted': False,\n",
       "      'imId': '2e2678cb5cd647bb7ea58b95d93937d7',\n",
       "      'imUserType': '2',\n",
       "      'recruiterName': '齐女士',\n",
       "      'recruiterTitle': '人力资源经理/主管',\n",
       "      'recruiterId': '9224e21535a0770f9d45710a02ad2182',\n",
       "      'recruiterPhoto': '5f8f9865ea60860b75384fa508u.jpg'},\n",
       "     'dataInfo': '%7B%22jobId%22%3A%2257515707%22%2C%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22v36hi812yao8dawkkai2vuvv06nq2d0b%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%22z0bz071flsw02izwxhy5b8jue7eee7y8%22%2C%22fkId%22%3A%22v36hi812yao8dawkkai2vuvv06nq2d0b%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'dataParams': '{\"jobId\":\"57515707\",\"jobKind\":\"2\",\"imId\":\"2e2678cb5cd647bb7ea58b95d93937d7\",\"imUserType\":\"2\",\"recruiterName\":\"齐女士\",\"userId\":\"9224e21535a0770f9d45710a02ad2182\",\"recruiterPhoto\":\"5f8f9865ea60860b75384fa508u.jpg\"}'},\n",
       "    {'job': {'labels': ['产品设计', '需求分析'],\n",
       "      'jobId': '44316525',\n",
       "      'title': '产品经理',\n",
       "      'salary': '12-20k',\n",
       "      'dq': '广州-黄埔区',\n",
       "      'jobKind': '2',\n",
       "      'requireWorkYears': '1-3年',\n",
       "      'requireEduLevel': '本科',\n",
       "      'advViewFlag': False,\n",
       "      'refreshTime': '20230406170509',\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'topJob': False,\n",
       "      'link': 'https://www.liepin.com/job/1944316525.shtml',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=37&skId=z0bz071flsw02izwxhy5b8jue7eee7y8&fkId=v36hi812yao8dawkkai2vuvv06nq2d0b&ckId=v36hi812yao8dawkkai2vuvv06nq2d0b&sfrom=search_job_pc&curPage=0&pageSize=40&index=37'},\n",
       "     'comp': {'compScale': '50-99人',\n",
       "      'compId': 12155019,\n",
       "      'compStage': 'A轮',\n",
       "      'compLogo': '60d97ac1208b48306211569801u.png',\n",
       "      'compName': '千里眼(广州)人工智能科技有限公司',\n",
       "      'link': 'https://www.liepin.com/company/12155019/',\n",
       "      'compIndustry': '人工智能'},\n",
       "     'recruiter': {'chatted': False,\n",
       "      'imId': 'fc94b91b540b7f07cde5ca55a88b4d39',\n",
       "      'imUserType': '2',\n",
       "      'recruiterName': '朱女士',\n",
       "      'recruiterTitle': '行政专员',\n",
       "      'recruiterId': 'd23bfd561d4618fd321935c5956f05c6',\n",
       "      'recruiterPhoto': '5f8f9866dfb13a7dee342f1808u.jpg'},\n",
       "     'dataInfo': '%7B%22jobId%22%3A%2244316525%22%2C%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22v36hi812yao8dawkkai2vuvv06nq2d0b%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%22z0bz071flsw02izwxhy5b8jue7eee7y8%22%2C%22fkId%22%3A%22v36hi812yao8dawkkai2vuvv06nq2d0b%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'dataParams': '{\"jobId\":\"44316525\",\"jobKind\":\"2\",\"imId\":\"fc94b91b540b7f07cde5ca55a88b4d39\",\"imUserType\":\"2\",\"recruiterName\":\"朱女士\",\"userId\":\"d23bfd561d4618fd321935c5956f05c6\",\"recruiterPhoto\":\"5f8f9866dfb13a7dee342f1808u.jpg\"}'},\n",
       "    {'job': {'labels': ['AI人工智能产品', 'IT互联网', '电子商务', '批发/零售'],\n",
       "      'jobId': '45394213',\n",
       "      'title': 'AI产品经理',\n",
       "      'salary': '15-22k·13薪',\n",
       "      'dq': '广州',\n",
       "      'jobKind': '1',\n",
       "      'requireWorkYears': '1-3年',\n",
       "      'requireEduLevel': '统招本科',\n",
       "      'advViewFlag': False,\n",
       "      'refreshTime': '20230418135134',\n",
       "      'topJob': False,\n",
       "      'link': 'https://www.liepin.com/a/45394213.shtml',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=38&skId=z0bz071flsw02izwxhy5b8jue7eee7y8&fkId=v36hi812yao8dawkkai2vuvv06nq2d0b&ckId=v36hi812yao8dawkkai2vuvv06nq2d0b&sfrom=search_job_pc&curPage=0&pageSize=40&index=38'},\n",
       "     'comp': {'compScale': '2000-5000人',\n",
       "      'compStage': '融资未公开',\n",
       "      'compLogo': '60e2fe0bf3df194a3c48adb502u.png',\n",
       "      'compName': '某国内大型食品/饮料/酒水公司',\n",
       "      'link': '',\n",
       "      'compIndustry': '食品/饮料/酒水'},\n",
       "     'recruiter': {'chatted': False,\n",
       "      'imId': '1ea5a0993d3cd147540202c0778f1521',\n",
       "      'imUserType': '2',\n",
       "      'recruiterName': '曹先生',\n",
       "      'recruiterTitle': '猎头顾问',\n",
       "      'recruiterId': 'bc5aeb6fbe53ec20a08be7d47ba8d3cf',\n",
       "      'recruiterPhoto': '643de937ffcb574c11fc7efa02u.png'},\n",
       "     'dataInfo': '%7B%22jobId%22%3A%2245394213%22%2C%22jobKind%22%3A%221%22%2C%22ckId%22%3A%22v36hi812yao8dawkkai2vuvv06nq2d0b%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%22z0bz071flsw02izwxhy5b8jue7eee7y8%22%2C%22fkId%22%3A%22v36hi812yao8dawkkai2vuvv06nq2d0b%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'dataParams': '{\"jobId\":\"45394213\",\"jobKind\":\"1\",\"imId\":\"1ea5a0993d3cd147540202c0778f1521\",\"imUserType\":\"2\",\"recruiterName\":\"曹先生\",\"userId\":\"bc5aeb6fbe53ec20a08be7d47ba8d3cf\",\"recruiterPhoto\":\"643de937ffcb574c11fc7efa02u.png\"}'},\n",
       "    {'job': {'labels': ['社交产品',\n",
       "       '平台产品',\n",
       "       '工具产品',\n",
       "       '社交网络',\n",
       "       '产品设计',\n",
       "       '流程设计',\n",
       "       '产品规划',\n",
       "       '团队管理'],\n",
       "      'jobId': '52471955',\n",
       "      'title': '产品经理',\n",
       "      'salary': '10-15k',\n",
       "      'dq': '广州-海珠区',\n",
       "      'jobKind': '2',\n",
       "      'requireWorkYears': '1-3年',\n",
       "      'requireEduLevel': '本科',\n",
       "      'advViewFlag': False,\n",
       "      'refreshTime': '20230411141336',\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'topJob': False,\n",
       "      'link': 'https://www.liepin.com/job/1952471955.shtml',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=39&skId=z0bz071flsw02izwxhy5b8jue7eee7y8&fkId=v36hi812yao8dawkkai2vuvv06nq2d0b&ckId=v36hi812yao8dawkkai2vuvv06nq2d0b&sfrom=search_job_pc&curPage=0&pageSize=40&index=39'},\n",
       "     'comp': {'compScale': '1000-2000人',\n",
       "      'compId': 13001749,\n",
       "      'compLogo': '61a5bb22f96ca95918aa2e9206u.png',\n",
       "      'compName': '广东森宝文化实业有限公司',\n",
       "      'link': 'https://www.liepin.com/company/13001749/',\n",
       "      'compIndustry': '工艺品'},\n",
       "     'recruiter': {'chatted': False,\n",
       "      'imId': '3856590f4c95362ab8186adbf6c31dd6',\n",
       "      'imUserType': '2',\n",
       "      'recruiterName': '陈女士',\n",
       "      'recruiterTitle': '招聘专员',\n",
       "      'recruiterId': '37d22e9e32bcd9386756075cb8790a78',\n",
       "      'recruiterPhoto': '5f8f9866dfb13a7dee342f1808u.jpg'},\n",
       "     'dataInfo': '%7B%22jobId%22%3A%2252471955%22%2C%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22v36hi812yao8dawkkai2vuvv06nq2d0b%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%22z0bz071flsw02izwxhy5b8jue7eee7y8%22%2C%22fkId%22%3A%22v36hi812yao8dawkkai2vuvv06nq2d0b%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'dataParams': '{\"jobId\":\"52471955\",\"jobKind\":\"2\",\"imId\":\"3856590f4c95362ab8186adbf6c31dd6\",\"imUserType\":\"2\",\"recruiterName\":\"陈女士\",\"userId\":\"37d22e9e32bcd9386756075cb8790a78\",\"recruiterPhoto\":\"5f8f9866dfb13a7dee342f1808u.jpg\"}'}],\n",
       "   'compList': []},\n",
       "  'passThroughData': {'ckId': 'v36hi812yao8dawkkai2vuvv06nq2d0b',\n",
       "   'scene': 'condition',\n",
       "   'skId': 'z0bz071flsw02izwxhy5b8jue7eee7y8',\n",
       "   'fkId': 'v36hi812yao8dawkkai2vuvv06nq2d0b',\n",
       "   'sfrom': 'search_job_pc'},\n",
       "  'pagination': {'currentPage': 0,\n",
       "   'totalPage': 10,\n",
       "   'pageSize': 40,\n",
       "   'totalCounts': 800,\n",
       "   'hasNext': False}}}"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data_liepin = r.json()\n",
    "data_liepin"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3dd87379",
   "metadata": {},
   "source": [
    "## 2.翻页获取数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "140ccdf7",
   "metadata": {},
   "outputs": [
    {
     "ename": "NameError",
     "evalue": "name 'payload' is not defined",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mNameError\u001b[0m                                 Traceback (most recent call last)",
      "Input \u001b[1;32mIn [1]\u001b[0m, in \u001b[0;36m<cell line: 3>\u001b[1;34m()\u001b[0m\n\u001b[0;32m      2\u001b[0m response_df \u001b[38;5;241m=\u001b[39m []\n\u001b[0;32m      3\u001b[0m \u001b[38;5;28;01mfor\u001b[39;00m i \u001b[38;5;129;01min\u001b[39;00m \u001b[38;5;28mrange\u001b[39m(\u001b[38;5;241m21\u001b[39m):\n\u001b[1;32m----> 4\u001b[0m     \u001b[43mpayload\u001b[49m[\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mdata\u001b[39m\u001b[38;5;124m'\u001b[39m][\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mmainSearchPcConditionForm\u001b[39m\u001b[38;5;124m'\u001b[39m][\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mcurrentPage\u001b[39m\u001b[38;5;124m'\u001b[39m]\u001b[38;5;241m=\u001b[39mi\n\u001b[0;32m      5\u001b[0m     \u001b[38;5;66;03m# send a POST request with headers\u001b[39;00m\n\u001b[0;32m      6\u001b[0m     r \u001b[38;5;241m=\u001b[39m session\u001b[38;5;241m.\u001b[39mpost(url, data\u001b[38;5;241m=\u001b[39mjson\u001b[38;5;241m.\u001b[39mdumps(payload), headers\u001b[38;5;241m=\u001b[39mheaders)\n",
      "\u001b[1;31mNameError\u001b[0m: name 'payload' is not defined"
     ]
    }
   ],
   "source": [
    "import pandas as pd\n",
    "response_df = []\n",
    "for i in range(21):\n",
    "    payload['data']['mainSearchPcConditionForm']['currentPage']=i\n",
    "    # send a POST request with headers\n",
    "    r = session.post(url, data=json.dumps(payload), headers=headers)\n",
    "\n",
    "    # extract the JSON data from the response\n",
    "    response_data = r.json()\n",
    "    print(response_data)\n",
    "    df = pd.json_normalize(response_data['data']['data']['jobCardList'])\n",
    "    response_df.append(df)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "41e9f1a3",
   "metadata": {},
   "source": [
    "## 3.数据整理成为表格"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "521772c4",
   "metadata": {},
   "source": [
    "# 数据分析"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "2b2cdfe2",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>dataInfo</th>\n",
       "      <th>dataParams</th>\n",
       "      <th>job.labels</th>\n",
       "      <th>job.jobId</th>\n",
       "      <th>job.title</th>\n",
       "      <th>job.salary</th>\n",
       "      <th>job.dq</th>\n",
       "      <th>job.jobKind</th>\n",
       "      <th>job.requireWorkYears</th>\n",
       "      <th>job.requireEduLevel</th>\n",
       "      <th>...</th>\n",
       "      <th>comp.link</th>\n",
       "      <th>comp.compIndustry</th>\n",
       "      <th>recruiter.chatted</th>\n",
       "      <th>recruiter.imId</th>\n",
       "      <th>recruiter.imUserType</th>\n",
       "      <th>recruiter.recruiterName</th>\n",
       "      <th>recruiter.recruiterTitle</th>\n",
       "      <th>recruiter.recruiterId</th>\n",
       "      <th>recruiter.recruiterPhoto</th>\n",
       "      <th>comp.compStage</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>%7B%22jobId%22%3A%2258002363%22%2C%22jobKind%2...</td>\n",
       "      <td>{\"jobId\":\"58002363\",\"jobKind\":\"2\",\"imId\":\"561f...</td>\n",
       "      <td>[产品开发, 产品规划, 产品运营]</td>\n",
       "      <td>58002363</td>\n",
       "      <td>电商产品经理</td>\n",
       "      <td>10-15k·13薪</td>\n",
       "      <td>广州-越秀区</td>\n",
       "      <td>2</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>大专</td>\n",
       "      <td>...</td>\n",
       "      <td>https://www.liepin.com/company/9720899/</td>\n",
       "      <td>批发/零售</td>\n",
       "      <td>False</td>\n",
       "      <td>561ff6e28a2e9cb4aa6795a3148228ff</td>\n",
       "      <td>2</td>\n",
       "      <td>刘女士</td>\n",
       "      <td>人事经理</td>\n",
       "      <td>e478580dede58f33b410edb79f6d12d0</td>\n",
       "      <td>5f8f986779c7cc70efbf36c008u.jpg</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>%7B%22jobId%22%3A%2258215521%22%2C%22jobKind%2...</td>\n",
       "      <td>{\"jobId\":\"58215521\",\"jobKind\":\"2\",\"imId\":\"f8a5...</td>\n",
       "      <td>[神外, 医生]</td>\n",
       "      <td>58215521</td>\n",
       "      <td>神外产品销售经理 Product Sales Manager</td>\n",
       "      <td>12-15k·15薪</td>\n",
       "      <td>广州-越秀区</td>\n",
       "      <td>2</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>...</td>\n",
       "      <td>https://www.liepin.com/company/7023768/</td>\n",
       "      <td>制药</td>\n",
       "      <td>False</td>\n",
       "      <td>f8a500e0eab81d475153eb2d84a8b1de</td>\n",
       "      <td>2</td>\n",
       "      <td>张先生</td>\n",
       "      <td>人力资源专员</td>\n",
       "      <td>5445ba45a2189a2b1a078f176245fc3b</td>\n",
       "      <td>5f8f986aea60860b75384fab08u.jpg</td>\n",
       "      <td>已上市</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>%7B%22jobId%22%3A%2258425003%22%2C%22jobKind%2...</td>\n",
       "      <td>{\"jobId\":\"58425003\",\"jobKind\":\"2\",\"imId\":\"8cd6...</td>\n",
       "      <td>[IT互联网, to C, 移动端产品, 产品规划]</td>\n",
       "      <td>58425003</td>\n",
       "      <td>高级产品PM</td>\n",
       "      <td>20-35k</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>2</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>本科</td>\n",
       "      <td>...</td>\n",
       "      <td>https://www.liepin.com/company/13538001/</td>\n",
       "      <td>人力资源服务</td>\n",
       "      <td>False</td>\n",
       "      <td>8cd623ca6b256b8f27604c803496f761</td>\n",
       "      <td>2</td>\n",
       "      <td>戴先生</td>\n",
       "      <td>招聘经理</td>\n",
       "      <td>76b3c5fa37c28d5b0833ed7f44c37e6d</td>\n",
       "      <td>5f8f986c79c7cc70efbf36c808u.jpg</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>%7B%22jobId%22%3A%2257157157%22%2C%22jobKind%2...</td>\n",
       "      <td>{\"jobId\":\"57157157\",\"jobKind\":\"2\",\"imId\":\"d4cc...</td>\n",
       "      <td>[泌尿外科]</td>\n",
       "      <td>57157157</td>\n",
       "      <td>医药产品经理</td>\n",
       "      <td>25-30k·14薪</td>\n",
       "      <td>广州-越秀区</td>\n",
       "      <td>2</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>硕士</td>\n",
       "      <td>...</td>\n",
       "      <td>https://www.liepin.com/company/8275623/</td>\n",
       "      <td>制药</td>\n",
       "      <td>False</td>\n",
       "      <td>d4cc4bca17cae276aefc9b4a2bd8879c</td>\n",
       "      <td>2</td>\n",
       "      <td>刘先生</td>\n",
       "      <td>高级医学信息沟通专员</td>\n",
       "      <td>22ab2b1a88769c3259935c280d474240</td>\n",
       "      <td>5f8f986aea60860b75384fab08u.jpg</td>\n",
       "      <td>港股上市</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>%7B%22jobId%22%3A%2245177357%22%2C%22jobKind%2...</td>\n",
       "      <td>{\"jobId\":\"45177357\",\"jobKind\":\"1\",\"imId\":\"9cfd...</td>\n",
       "      <td>[市场营销, 产品管理, 产品开发]</td>\n",
       "      <td>45177357</td>\n",
       "      <td>Product Manager</td>\n",
       "      <td>25-30k</td>\n",
       "      <td>广州</td>\n",
       "      <td>1</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>...</td>\n",
       "      <td></td>\n",
       "      <td>日化</td>\n",
       "      <td>False</td>\n",
       "      <td>9cfdabc8878349689809d03804875792</td>\n",
       "      <td>2</td>\n",
       "      <td>孙女士</td>\n",
       "      <td>猎头顾问</td>\n",
       "      <td>47227c6fbfcd952686963be95b15422d</td>\n",
       "      <td>6321be3095ee1c04143439eb01u.jpeg</td>\n",
       "      <td>融资未公开</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>%7B%22jobId%22%3A%2257816811%22%2C%22jobKind%2...</td>\n",
       "      <td>{\"jobId\":\"57816811\",\"jobKind\":\"2\",\"imId\":\"5fdf...</td>\n",
       "      <td>[供应链产品, 数据分析]</td>\n",
       "      <td>57816811</td>\n",
       "      <td>产品经理助理</td>\n",
       "      <td>5-7k·13薪</td>\n",
       "      <td>广州-番禺区</td>\n",
       "      <td>2</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>大专</td>\n",
       "      <td>...</td>\n",
       "      <td>https://www.liepin.com/company/9730786/</td>\n",
       "      <td>电子/半导体/集成电路</td>\n",
       "      <td>False</td>\n",
       "      <td>5fdfb4259befbf07160bef405ccde8ba</td>\n",
       "      <td>2</td>\n",
       "      <td>杜先生</td>\n",
       "      <td></td>\n",
       "      <td>c8d145acb0a3162c59941f318d428c38</td>\n",
       "      <td>5f8f986aea60860b75384fab08u.jpg</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>%7B%22jobId%22%3A%2240053971%22%2C%22jobKind%2...</td>\n",
       "      <td>{\"jobId\":\"40053971\",\"jobKind\":\"2\",\"imId\":\"5295...</td>\n",
       "      <td>[数据分析]</td>\n",
       "      <td>40053971</td>\n",
       "      <td>助理产品经理</td>\n",
       "      <td>16-20k</td>\n",
       "      <td>广州</td>\n",
       "      <td>2</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>本科</td>\n",
       "      <td>...</td>\n",
       "      <td>https://www.liepin.com/company/12568645/</td>\n",
       "      <td>制药</td>\n",
       "      <td>False</td>\n",
       "      <td>529552300bc2bc6e160bef405ccde8ba</td>\n",
       "      <td>2</td>\n",
       "      <td>徐女士</td>\n",
       "      <td>招聘经理</td>\n",
       "      <td>1590a7fa7a4c122cc9faa5f1f002919b</td>\n",
       "      <td>5f8f9865ea60860b75384fa508u.jpg</td>\n",
       "      <td>D轮</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>%7B%22jobId%22%3A%2257565197%22%2C%22jobKind%2...</td>\n",
       "      <td>{\"jobId\":\"57565197\",\"jobKind\":\"2\",\"imId\":\"4acc...</td>\n",
       "      <td>[金融产品, 商业产品, IT互联网, 金融行业, 产品优化, 产品设计]</td>\n",
       "      <td>57565197</td>\n",
       "      <td>数字化产品经理岗</td>\n",
       "      <td>20-40k</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>2</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>硕士</td>\n",
       "      <td>...</td>\n",
       "      <td>https://www.liepin.com/company/8136395/</td>\n",
       "      <td>基金/证券/期货</td>\n",
       "      <td>False</td>\n",
       "      <td>4acca2cffc6204f40e33f8ac54fbf39e</td>\n",
       "      <td>2</td>\n",
       "      <td>方女士</td>\n",
       "      <td>高级人力资源经理</td>\n",
       "      <td>957da5d54f0e05cf25285db46809d2f1</td>\n",
       "      <td>5f8f9865ea60860b75384fa508u.jpg</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>%7B%22jobId%22%3A%2244278139%22%2C%22jobKind%2...</td>\n",
       "      <td>{\"jobId\":\"44278139\",\"jobKind\":\"1\",\"imId\":\"d79a...</td>\n",
       "      <td>[固定收益, 固收系统]</td>\n",
       "      <td>44278139</td>\n",
       "      <td>固收条线金融科技产品经理</td>\n",
       "      <td>30-50k·20薪</td>\n",
       "      <td>广州</td>\n",
       "      <td>1</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>硕士及以上</td>\n",
       "      <td>...</td>\n",
       "      <td></td>\n",
       "      <td>基金/证券/期货</td>\n",
       "      <td>False</td>\n",
       "      <td>d79a00f8f6ab328f6042c177f0a1d2b1</td>\n",
       "      <td>2</td>\n",
       "      <td>刘先生</td>\n",
       "      <td>猎头顾问</td>\n",
       "      <td>1fcc7ed72e3b72292e48c8cc9ac1ae51</td>\n",
       "      <td>60fa4ef147b4cc0789c987b808u.jpg</td>\n",
       "      <td>A轮</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>%7B%22jobId%22%3A%2257485259%22%2C%22jobKind%2...</td>\n",
       "      <td>{\"jobId\":\"57485259\",\"jobKind\":\"2\",\"imId\":\"771c...</td>\n",
       "      <td>[旅游产品, to C, OTA, 英文]</td>\n",
       "      <td>57485259</td>\n",
       "      <td>产品经理（海外业务）</td>\n",
       "      <td>12-20k·13薪</td>\n",
       "      <td>广州-海珠区</td>\n",
       "      <td>2</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>本科</td>\n",
       "      <td>...</td>\n",
       "      <td>https://www.liepin.com/company/8082331/</td>\n",
       "      <td>互联网</td>\n",
       "      <td>False</td>\n",
       "      <td>771cd76556a28fdf9ccf3dc45f6d7696</td>\n",
       "      <td>2</td>\n",
       "      <td>梁女士</td>\n",
       "      <td>人力资源主管</td>\n",
       "      <td>3fcd2f12b166bad5fdacd2bbba7fbaf4</td>\n",
       "      <td>5f8f9863f6d1ab58476f246a08u.jpg</td>\n",
       "      <td>D轮</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>%7B%22jobId%22%3A%2245828899%22%2C%22jobKind%2...</td>\n",
       "      <td>{\"jobId\":\"45828899\",\"jobKind\":\"1\",\"imId\":\"14d2...</td>\n",
       "      <td>[交互设计, 产品设计, 产品规划]</td>\n",
       "      <td>45828899</td>\n",
       "      <td>产品经理（需要有护照）</td>\n",
       "      <td>25-35k</td>\n",
       "      <td>广州</td>\n",
       "      <td>1</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>大专及以上</td>\n",
       "      <td>...</td>\n",
       "      <td></td>\n",
       "      <td>物联网</td>\n",
       "      <td>False</td>\n",
       "      <td>14d2189610998a2766eeece80d41bfcb</td>\n",
       "      <td>2</td>\n",
       "      <td>岑先生</td>\n",
       "      <td>猎头顾问</td>\n",
       "      <td>7a3e764d1a0594d0cb12694546498149</td>\n",
       "      <td>5e54c3de29d83a675453429507u.jpg</td>\n",
       "      <td>天使轮</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>%7B%22jobId%22%3A%2248652943%22%2C%22jobKind%2...</td>\n",
       "      <td>{\"jobId\":\"48652943\",\"jobKind\":\"2\",\"imId\":\"7d9d...</td>\n",
       "      <td>[广告产品, 广告行业, 游戏行业, 计算机软件, 产品设计, 流程设计, 数据分析, 团队管理]</td>\n",
       "      <td>48652943</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>15-30k</td>\n",
       "      <td>广州-海珠区</td>\n",
       "      <td>2</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>...</td>\n",
       "      <td>https://www.liepin.com/company/8166526/</td>\n",
       "      <td>游戏</td>\n",
       "      <td>False</td>\n",
       "      <td>7d9de10d9f7b0a9c9941166e65ebdb6f</td>\n",
       "      <td>2</td>\n",
       "      <td>文饶</td>\n",
       "      <td>招聘专员</td>\n",
       "      <td>ba92c288ac646d9975818ed14bd0d05e</td>\n",
       "      <td>5f8f986c79c7cc70efbf36c808u.jpg</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>%7B%22jobId%22%3A%2244668045%22%2C%22jobKind%2...</td>\n",
       "      <td>{\"jobId\":\"44668045\",\"jobKind\":\"1\",\"imId\":\"4216...</td>\n",
       "      <td>[工具产品]</td>\n",
       "      <td>44668045</td>\n",
       "      <td>照明-产品经理</td>\n",
       "      <td>15-24k</td>\n",
       "      <td>广州</td>\n",
       "      <td>1</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>...</td>\n",
       "      <td></td>\n",
       "      <td>电子商务</td>\n",
       "      <td>False</td>\n",
       "      <td>42164ef1272ab5736e8893c9219f7e03</td>\n",
       "      <td>2</td>\n",
       "      <td>张女士</td>\n",
       "      <td>猎头顾问</td>\n",
       "      <td>0dfca8bd388cf67f1995baa6429364e4</td>\n",
       "      <td>6408280fb792580455b2e08001u.png</td>\n",
       "      <td>其他</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>%7B%22jobId%22%3A%2244668403%22%2C%22jobKind%2...</td>\n",
       "      <td>{\"jobId\":\"44668403\",\"jobKind\":\"1\",\"imId\":\"4216...</td>\n",
       "      <td>[工具产品]</td>\n",
       "      <td>44668403</td>\n",
       "      <td>家居-产品经理</td>\n",
       "      <td>15-24k</td>\n",
       "      <td>广州</td>\n",
       "      <td>1</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>...</td>\n",
       "      <td></td>\n",
       "      <td>电子商务</td>\n",
       "      <td>False</td>\n",
       "      <td>42164ef1272ab5736e8893c9219f7e03</td>\n",
       "      <td>2</td>\n",
       "      <td>张女士</td>\n",
       "      <td>猎头顾问</td>\n",
       "      <td>0dfca8bd388cf67f1995baa6429364e4</td>\n",
       "      <td>6408280fb792580455b2e08001u.png</td>\n",
       "      <td>其他</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>%7B%22jobId%22%3A%2257310499%22%2C%22jobKind%2...</td>\n",
       "      <td>{\"jobId\":\"57310499\",\"jobKind\":\"2\",\"imId\":\"f7db...</td>\n",
       "      <td>[生物科技]</td>\n",
       "      <td>57310499</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>20-40k·14薪</td>\n",
       "      <td>广州-海珠区</td>\n",
       "      <td>2</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>...</td>\n",
       "      <td>https://www.liepin.com/company/13113895/</td>\n",
       "      <td>生物技术</td>\n",
       "      <td>False</td>\n",
       "      <td>f7db13688dbb016edf514c63e89fb1b8</td>\n",
       "      <td>2</td>\n",
       "      <td>谭先生</td>\n",
       "      <td>招聘专员</td>\n",
       "      <td>42d729da7b77447d94ee8f73bffdc0cd</td>\n",
       "      <td>6423908b3bc4c916d465997108u.png</td>\n",
       "      <td>A轮</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>%7B%22jobId%22%3A%2256099491%22%2C%22jobKind%2...</td>\n",
       "      <td>{\"jobId\":\"56099491\",\"jobKind\":\"2\",\"imId\":\"4dd9...</td>\n",
       "      <td>[需求挖掘, 团队管理, 需求调研, 项目管理, 跨部门沟通, 项目开发]</td>\n",
       "      <td>56099491</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>12-15k</td>\n",
       "      <td>广州-海珠区</td>\n",
       "      <td>2</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>本科</td>\n",
       "      <td>...</td>\n",
       "      <td>https://www.liepin.com/company/13001749/</td>\n",
       "      <td>工艺品</td>\n",
       "      <td>False</td>\n",
       "      <td>4dd9c611f28fb31268c56fcc9b2af6cb</td>\n",
       "      <td>2</td>\n",
       "      <td>黄女士</td>\n",
       "      <td>人力行政实习生</td>\n",
       "      <td>93dd604f1509212fa3eb4df9e13b6d62</td>\n",
       "      <td>63ec2b240a1ead27bd40dc1505u.png</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>%7B%22jobId%22%3A%2244668245%22%2C%22jobKind%2...</td>\n",
       "      <td>{\"jobId\":\"44668245\",\"jobKind\":\"1\",\"imId\":\"4216...</td>\n",
       "      <td>[工具产品]</td>\n",
       "      <td>44668245</td>\n",
       "      <td>充电-产品经理</td>\n",
       "      <td>15-24k</td>\n",
       "      <td>广州</td>\n",
       "      <td>1</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>学历不限</td>\n",
       "      <td>...</td>\n",
       "      <td></td>\n",
       "      <td>电子商务</td>\n",
       "      <td>False</td>\n",
       "      <td>42164ef1272ab5736e8893c9219f7e03</td>\n",
       "      <td>2</td>\n",
       "      <td>张女士</td>\n",
       "      <td>猎头顾问</td>\n",
       "      <td>0dfca8bd388cf67f1995baa6429364e4</td>\n",
       "      <td>6408280fb792580455b2e08001u.png</td>\n",
       "      <td>其他</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>%7B%22jobId%22%3A%2246355485%22%2C%22jobKind%2...</td>\n",
       "      <td>{\"jobId\":\"46355485\",\"jobKind\":\"2\",\"imId\":\"612d...</td>\n",
       "      <td>[工具产品, IT互联网, 产品设计, 原型设计, 用户研究, 产品规划]</td>\n",
       "      <td>46355485</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>8-13k</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>2</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>大专</td>\n",
       "      <td>...</td>\n",
       "      <td>https://www.liepin.com/company/9257569/</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td>False</td>\n",
       "      <td>612d2e8328d1f75dfdb07c5a03f49b8b</td>\n",
       "      <td>2</td>\n",
       "      <td>陈女士</td>\n",
       "      <td>人力资源负责人</td>\n",
       "      <td>1cb765d37bd0684eff1ae1f928339e0b</td>\n",
       "      <td>5f8f9863f6d1ab58476f246a08u.jpg</td>\n",
       "      <td>融资未公开</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>%7B%22jobId%22%3A%2244296619%22%2C%22jobKind%2...</td>\n",
       "      <td>{\"jobId\":\"44296619\",\"jobKind\":\"1\",\"imId\":\"aff6...</td>\n",
       "      <td>[]</td>\n",
       "      <td>44296619</td>\n",
       "      <td>心血管产品线总经理</td>\n",
       "      <td>30-50k</td>\n",
       "      <td>广州</td>\n",
       "      <td>1</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>硕士及以上</td>\n",
       "      <td>...</td>\n",
       "      <td></td>\n",
       "      <td>医疗器械</td>\n",
       "      <td>False</td>\n",
       "      <td>aff648644d2a1229fa1c74c9d557610b</td>\n",
       "      <td>2</td>\n",
       "      <td>王女士</td>\n",
       "      <td>猎头顾问</td>\n",
       "      <td>1f85cb9fa2d342ded02e1a3cb9420619</td>\n",
       "      <td>6246e8b3bc8c77795d23422d03u.png</td>\n",
       "      <td>已上市</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>%7B%22jobId%22%3A%2245039771%22%2C%22jobKind%2...</td>\n",
       "      <td>{\"jobId\":\"45039771\",\"jobKind\":\"1\",\"imId\":\"9f14...</td>\n",
       "      <td>[产品经理, MCS系统, B2B报价系统]</td>\n",
       "      <td>45039771</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>10-15k</td>\n",
       "      <td>广州-增城区</td>\n",
       "      <td>1</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>...</td>\n",
       "      <td></td>\n",
       "      <td>家具/家居</td>\n",
       "      <td>False</td>\n",
       "      <td>9f14288df001c0c215bfaefec8d20490</td>\n",
       "      <td>2</td>\n",
       "      <td>王女士</td>\n",
       "      <td>猎头顾问</td>\n",
       "      <td>565849ded1b9b95e377539f79c05e41c</td>\n",
       "      <td>5d541bac4ebeb1284dfb924f06u.jpg</td>\n",
       "      <td>已上市</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>%7B%22jobId%22%3A%2246557423%22%2C%22jobKind%2...</td>\n",
       "      <td>{\"jobId\":\"46557423\",\"jobKind\":\"2\",\"imId\":\"b9f1...</td>\n",
       "      <td>[电子商务, 家具设计, 产品规划, 欧美风格, 轻奢风格, 实木家具, 板木家具, 软体家具]</td>\n",
       "      <td>46557423</td>\n",
       "      <td>家具产品经理</td>\n",
       "      <td>15-30k·13薪</td>\n",
       "      <td>广州-海珠区</td>\n",
       "      <td>2</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>本科</td>\n",
       "      <td>...</td>\n",
       "      <td>https://www.liepin.com/company/10239197/</td>\n",
       "      <td>电子商务</td>\n",
       "      <td>False</td>\n",
       "      <td>b9f180babb88d8c1d6a9d1214a39013b</td>\n",
       "      <td>2</td>\n",
       "      <td>梁女士</td>\n",
       "      <td>hrbp</td>\n",
       "      <td>a2d2354bf657634e4912f8ab59d2cc03</td>\n",
       "      <td>5f8f9863f6d1ab58476f246a08u.jpg</td>\n",
       "      <td>B轮</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>%7B%22jobId%22%3A%2241293593%22%2C%22jobKind%2...</td>\n",
       "      <td>{\"jobId\":\"41293593\",\"jobKind\":\"2\",\"imId\":\"abdc...</td>\n",
       "      <td>[数据分析]</td>\n",
       "      <td>41293593</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>15-20k·13薪</td>\n",
       "      <td>广州</td>\n",
       "      <td>2</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>本科</td>\n",
       "      <td>...</td>\n",
       "      <td>https://www.liepin.com/company/9249321/</td>\n",
       "      <td>科技金融</td>\n",
       "      <td>False</td>\n",
       "      <td>abdc4a6288cb408c67afc08fad36a30d</td>\n",
       "      <td>2</td>\n",
       "      <td>陈女士</td>\n",
       "      <td>广州卓术信息科技有限公司</td>\n",
       "      <td>41a7ab5db2267b7a7086e5281ecdcd6d</td>\n",
       "      <td>5f8f986779c7cc70efbf36c008u.jpg</td>\n",
       "      <td>融资未公开</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>%7B%22jobId%22%3A%2244638211%22%2C%22jobKind%2...</td>\n",
       "      <td>{\"jobId\":\"44638211\",\"jobKind\":\"2\",\"imId\":\"a7c1...</td>\n",
       "      <td>[产品设计, axure, visio, xmind, erp, 需求分析]</td>\n",
       "      <td>44638211</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>7-12k</td>\n",
       "      <td>广州-越秀区</td>\n",
       "      <td>2</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>大专</td>\n",
       "      <td>...</td>\n",
       "      <td>https://www.liepin.com/company/8947527/</td>\n",
       "      <td>电子商务</td>\n",
       "      <td>False</td>\n",
       "      <td>a7c1274d81ffbd5c8fa263ed17de85b1</td>\n",
       "      <td>2</td>\n",
       "      <td>李女士</td>\n",
       "      <td>招聘专员</td>\n",
       "      <td>d065b1daa7bcb84ae6c40ac9e0b1d9fc</td>\n",
       "      <td>5f8f98648dbe6273dcf8515508u.jpg</td>\n",
       "      <td>战略投资</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>%7B%22jobId%22%3A%2255540905%22%2C%22jobKind%2...</td>\n",
       "      <td>{\"jobId\":\"55540905\",\"jobKind\":\"2\",\"imId\":\"419e...</td>\n",
       "      <td>[工具产品, 移动端产品]</td>\n",
       "      <td>55540905</td>\n",
       "      <td>产品经理（工具产品）</td>\n",
       "      <td>15-25k</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>2</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>本科</td>\n",
       "      <td>...</td>\n",
       "      <td>https://www.liepin.com/company/8835306/</td>\n",
       "      <td>互联网</td>\n",
       "      <td>False</td>\n",
       "      <td>419e123d9f6bdaed6dadb487287a091a</td>\n",
       "      <td>2</td>\n",
       "      <td>康女士</td>\n",
       "      <td>招聘</td>\n",
       "      <td>626782c0f12b3069230926edcca89924</td>\n",
       "      <td>5de9b8bfcd52473b94f2fba308u.jpg</td>\n",
       "      <td>A轮</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>%7B%22jobId%22%3A%2241342655%22%2C%22jobKind%2...</td>\n",
       "      <td>{\"jobId\":\"41342655\",\"jobKind\":\"2\",\"imId\":\"03e8...</td>\n",
       "      <td>[]</td>\n",
       "      <td>41342655</td>\n",
       "      <td>产品经理（金融类产品）</td>\n",
       "      <td>8-15k·13薪</td>\n",
       "      <td>广州-海珠区</td>\n",
       "      <td>2</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>本科</td>\n",
       "      <td>...</td>\n",
       "      <td>https://www.liepin.com/company/8166526/</td>\n",
       "      <td>游戏</td>\n",
       "      <td>False</td>\n",
       "      <td>03e8d37d540f7aacac365a663ca833da</td>\n",
       "      <td>2</td>\n",
       "      <td>吴女士</td>\n",
       "      <td>HR</td>\n",
       "      <td>0042dacfb48178e98761eb2ffb64e351</td>\n",
       "      <td>5f8f9866dfb13a7dee342f1808u.jpg</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>%7B%22jobId%22%3A%2258230073%22%2C%22jobKind%2...</td>\n",
       "      <td>{\"jobId\":\"58230073\",\"jobKind\":\"2\",\"imId\":\"01bd...</td>\n",
       "      <td>[支付产品, 工具产品, 供应链产品, 产品规划, 产品设计, 需求分析, 数据分析, 财务...</td>\n",
       "      <td>58230073</td>\n",
       "      <td>支付结算产品经理（供应链）</td>\n",
       "      <td>20-40k·16薪</td>\n",
       "      <td>广州-番禺区</td>\n",
       "      <td>2</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>...</td>\n",
       "      <td>https://www.liepin.com/company/8537928/</td>\n",
       "      <td>消费品</td>\n",
       "      <td>False</td>\n",
       "      <td>01bdff5bdd175f73bed9c63c695716f7</td>\n",
       "      <td>2</td>\n",
       "      <td>李女士</td>\n",
       "      <td>HR</td>\n",
       "      <td>4cb038ce180249e5b6d6f34ea69aacf8</td>\n",
       "      <td>62201c0397e97d36de7fadb308u.png</td>\n",
       "      <td>已上市</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>%7B%22jobId%22%3A%2256928029%22%2C%22jobKind%2...</td>\n",
       "      <td>{\"jobId\":\"56928029\",\"jobKind\":\"2\",\"imId\":\"69dd...</td>\n",
       "      <td>[云网编排, 电信]</td>\n",
       "      <td>56928029</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>12-25k</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>2</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>本科</td>\n",
       "      <td>...</td>\n",
       "      <td>https://www.liepin.com/company/552933/</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td>False</td>\n",
       "      <td>69dd5aa7404662acbf1edd1f3249a09c</td>\n",
       "      <td>2</td>\n",
       "      <td>张女士</td>\n",
       "      <td>招聘管理</td>\n",
       "      <td>08e4b7710d87386c452b3baea68b57ec</td>\n",
       "      <td>5f8f9863f6d1ab58476f246a08u.jpg</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>%7B%22jobId%22%3A%2258024007%22%2C%22jobKind%2...</td>\n",
       "      <td>{\"jobId\":\"58024007\",\"jobKind\":\"2\",\"imId\":\"a937...</td>\n",
       "      <td>[Visio, Axure, 工业互联网]</td>\n",
       "      <td>58024007</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>11-17k</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>2</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>本科</td>\n",
       "      <td>...</td>\n",
       "      <td>https://www.liepin.com/company/9944665/</td>\n",
       "      <td>互联网</td>\n",
       "      <td>False</td>\n",
       "      <td>a93749238acde2291837546e45eb3a29</td>\n",
       "      <td>2</td>\n",
       "      <td>郭女士</td>\n",
       "      <td></td>\n",
       "      <td>d5177c362ae2b36051ad066dbe2db213</td>\n",
       "      <td>5f8f98648dbe6273dcf8515508u.jpg</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>%7B%22jobId%22%3A%2256142583%22%2C%22jobKind%2...</td>\n",
       "      <td>{\"jobId\":\"56142583\",\"jobKind\":\"2\",\"imId\":\"ae28...</td>\n",
       "      <td>[跨境电商, to C, ERP系统, 数据分析, 供应链产品]</td>\n",
       "      <td>56142583</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>20-30k</td>\n",
       "      <td>广州-越秀区</td>\n",
       "      <td>2</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>...</td>\n",
       "      <td>https://www.liepin.com/company/13297665/</td>\n",
       "      <td>电子商务</td>\n",
       "      <td>False</td>\n",
       "      <td>ae28de7e05e365ec4905a3841e4dc3ea</td>\n",
       "      <td>2</td>\n",
       "      <td>王女士</td>\n",
       "      <td>人事专员</td>\n",
       "      <td>e36552938188a1aad74c93eafadb8eb7</td>\n",
       "      <td>5f8f9865ea60860b75384fa508u.jpg</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>%7B%22jobId%22%3A%2252932415%22%2C%22jobKind%2...</td>\n",
       "      <td>{\"jobId\":\"52932415\",\"jobKind\":\"2\",\"imId\":\"e4bf...</td>\n",
       "      <td>[数据产品, 客户端产品, CRM产品, CRM系统, to C, 用户研究, 产品设计, ...</td>\n",
       "      <td>52932415</td>\n",
       "      <td>产品经理（双休）</td>\n",
       "      <td>12-15k</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>2</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>...</td>\n",
       "      <td>https://www.liepin.com/company/13320911/</td>\n",
       "      <td>广告/公关/会展</td>\n",
       "      <td>False</td>\n",
       "      <td>e4bf1583b9e4e0cf6c47a62dcc2db52b</td>\n",
       "      <td>2</td>\n",
       "      <td>陈女士</td>\n",
       "      <td>HR</td>\n",
       "      <td>1b45d1e7748f010fcdd85d92c851c486</td>\n",
       "      <td>5f8f9865ea60860b75384fa508u.jpg</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>%7B%22jobId%22%3A%2256773475%22%2C%22jobKind%2...</td>\n",
       "      <td>{\"jobId\":\"56773475\",\"jobKind\":\"2\",\"imId\":\"a6ec...</td>\n",
       "      <td>[]</td>\n",
       "      <td>56773475</td>\n",
       "      <td>代客代理中心产品经理岗（衍生品交易产品经理）</td>\n",
       "      <td>15-30k</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>2</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>...</td>\n",
       "      <td>https://www.liepin.com/company/8790445/</td>\n",
       "      <td>银行</td>\n",
       "      <td>False</td>\n",
       "      <td>a6ecbb8d620b5506c1bd2b3e9fec8144</td>\n",
       "      <td>2</td>\n",
       "      <td>陈女士</td>\n",
       "      <td>人力资源部</td>\n",
       "      <td>f3b6bdf2ce40fc5ff3a020d01df02f01</td>\n",
       "      <td>5f8f986779c7cc70efbf36c008u.jpg</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>%7B%22jobId%22%3A%2252410465%22%2C%22jobKind%2...</td>\n",
       "      <td>{\"jobId\":\"52410465\",\"jobKind\":\"2\",\"imId\":\"34bc...</td>\n",
       "      <td>[]</td>\n",
       "      <td>52410465</td>\n",
       "      <td>产品经理(妇瘤领域）</td>\n",
       "      <td>20-40k</td>\n",
       "      <td>广州-海珠区</td>\n",
       "      <td>2</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>...</td>\n",
       "      <td>https://www.liepin.com/company/8275623/</td>\n",
       "      <td>制药</td>\n",
       "      <td>False</td>\n",
       "      <td>34bca69415136074d2e7a31c096a5fc3</td>\n",
       "      <td>2</td>\n",
       "      <td>邓女士</td>\n",
       "      <td>HR</td>\n",
       "      <td>42a2c62bf934a3d99dabcf9dd14166d8</td>\n",
       "      <td>5f8f9865ea60860b75384fa508u.jpg</td>\n",
       "      <td>港股上市</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>%7B%22jobId%22%3A%2241290327%22%2C%22jobKind%2...</td>\n",
       "      <td>{\"jobId\":\"41290327\",\"jobKind\":\"2\",\"imId\":\"a3f8...</td>\n",
       "      <td>[IT互联网, 用户研究, 市场调研]</td>\n",
       "      <td>41290327</td>\n",
       "      <td>高级产品经理-</td>\n",
       "      <td>18-28k·16薪</td>\n",
       "      <td>广州</td>\n",
       "      <td>2</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>本科</td>\n",
       "      <td>...</td>\n",
       "      <td>https://www.liepin.com/company/9541320/</td>\n",
       "      <td>互联网</td>\n",
       "      <td>False</td>\n",
       "      <td>a3f8d3fcd35211590eae969ce9a54d02</td>\n",
       "      <td>2</td>\n",
       "      <td>刘女士</td>\n",
       "      <td>招聘专员</td>\n",
       "      <td>3c7809eade2bdcbf731b0e7b4e6639e3</td>\n",
       "      <td>5f8f98648dbe6273dcf8515508u.jpg</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>%7B%22jobId%22%3A%2257365497%22%2C%22jobKind%2...</td>\n",
       "      <td>{\"jobId\":\"57365497\",\"jobKind\":\"2\",\"imId\":\"a2af...</td>\n",
       "      <td>[交易产品, 供应链产品, 数据产品, 电商产品, to B, 采购, CRM系统, Saa...</td>\n",
       "      <td>57365497</td>\n",
       "      <td>产品经理岗（信息技术）</td>\n",
       "      <td>10-16k·15薪</td>\n",
       "      <td>广州-越秀区</td>\n",
       "      <td>2</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>...</td>\n",
       "      <td>https://www.liepin.com/company/13126133/</td>\n",
       "      <td>基金/证券/期货</td>\n",
       "      <td>False</td>\n",
       "      <td>a2afe536821a6213835da8f121f93219</td>\n",
       "      <td>2</td>\n",
       "      <td>陈女士</td>\n",
       "      <td></td>\n",
       "      <td>54cbd070baed9f4ed723ded599efb12c</td>\n",
       "      <td>5f8f9865ea60860b75384fa508u.jpg</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>%7B%22jobId%22%3A%2243415437%22%2C%22jobKind%2...</td>\n",
       "      <td>{\"jobId\":\"43415437\",\"jobKind\":\"1\",\"imId\":\"f8e4...</td>\n",
       "      <td>[]</td>\n",
       "      <td>43415437</td>\n",
       "      <td>产品经理（护肤品产品经理）</td>\n",
       "      <td>10-15k</td>\n",
       "      <td>广州-白云区</td>\n",
       "      <td>1</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>...</td>\n",
       "      <td></td>\n",
       "      <td>个人护理品</td>\n",
       "      <td>False</td>\n",
       "      <td>f8e487f9c2ce7cab62cb88e0a323364d</td>\n",
       "      <td>2</td>\n",
       "      <td>唐女士</td>\n",
       "      <td>猎头顾问</td>\n",
       "      <td>36b94f67508835cc9a16a1a712525b2e</td>\n",
       "      <td>60eff8fa72adae59b22441f602u.png</td>\n",
       "      <td>已上市</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>%7B%22jobId%22%3A%2258061585%22%2C%22jobKind%2...</td>\n",
       "      <td>{\"jobId\":\"58061585\",\"jobKind\":\"2\",\"imId\":\"c3cb...</td>\n",
       "      <td>[工具产品, 客户端产品]</td>\n",
       "      <td>58061585</td>\n",
       "      <td>产品经理(运营工具类)</td>\n",
       "      <td>20-30k</td>\n",
       "      <td>广州-海珠区</td>\n",
       "      <td>2</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>本科</td>\n",
       "      <td>...</td>\n",
       "      <td>https://www.liepin.com/company/2020322/</td>\n",
       "      <td>互联网</td>\n",
       "      <td>False</td>\n",
       "      <td>c3cb189cf9b5b27906342a441a87c2a0</td>\n",
       "      <td>2</td>\n",
       "      <td>姚先生</td>\n",
       "      <td>HR</td>\n",
       "      <td>cc35ec1aa9700d5ede2b0659cc984ffa</td>\n",
       "      <td>5f8f986c79c7cc70efbf36c808u.jpg</td>\n",
       "      <td>美股上市</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>%7B%22jobId%22%3A%2257515707%22%2C%22jobKind%2...</td>\n",
       "      <td>{\"jobId\":\"57515707\",\"jobKind\":\"2\",\"imId\":\"2e26...</td>\n",
       "      <td>[]</td>\n",
       "      <td>57515707</td>\n",
       "      <td>广花融资担保公司（筹）产品经理</td>\n",
       "      <td>10-20k</td>\n",
       "      <td>广州-花都区</td>\n",
       "      <td>2</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>...</td>\n",
       "      <td>https://www.liepin.com/company/13183547/</td>\n",
       "      <td>其他商务服务业</td>\n",
       "      <td>False</td>\n",
       "      <td>2e2678cb5cd647bb7ea58b95d93937d7</td>\n",
       "      <td>2</td>\n",
       "      <td>齐女士</td>\n",
       "      <td>人力资源经理/主管</td>\n",
       "      <td>9224e21535a0770f9d45710a02ad2182</td>\n",
       "      <td>5f8f9865ea60860b75384fa508u.jpg</td>\n",
       "      <td>融资未公开</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>%7B%22jobId%22%3A%2244316525%22%2C%22jobKind%2...</td>\n",
       "      <td>{\"jobId\":\"44316525\",\"jobKind\":\"2\",\"imId\":\"fc94...</td>\n",
       "      <td>[产品设计, 需求分析]</td>\n",
       "      <td>44316525</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>12-20k</td>\n",
       "      <td>广州-黄埔区</td>\n",
       "      <td>2</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>本科</td>\n",
       "      <td>...</td>\n",
       "      <td>https://www.liepin.com/company/12155019/</td>\n",
       "      <td>人工智能</td>\n",
       "      <td>False</td>\n",
       "      <td>fc94b91b540b7f07cde5ca55a88b4d39</td>\n",
       "      <td>2</td>\n",
       "      <td>朱女士</td>\n",
       "      <td>行政专员</td>\n",
       "      <td>d23bfd561d4618fd321935c5956f05c6</td>\n",
       "      <td>5f8f9866dfb13a7dee342f1808u.jpg</td>\n",
       "      <td>A轮</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>%7B%22jobId%22%3A%2245394213%22%2C%22jobKind%2...</td>\n",
       "      <td>{\"jobId\":\"45394213\",\"jobKind\":\"1\",\"imId\":\"1ea5...</td>\n",
       "      <td>[AI人工智能产品, IT互联网, 电子商务, 批发/零售]</td>\n",
       "      <td>45394213</td>\n",
       "      <td>AI产品经理</td>\n",
       "      <td>15-22k·13薪</td>\n",
       "      <td>广州</td>\n",
       "      <td>1</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>...</td>\n",
       "      <td></td>\n",
       "      <td>食品/饮料/酒水</td>\n",
       "      <td>False</td>\n",
       "      <td>1ea5a0993d3cd147540202c0778f1521</td>\n",
       "      <td>2</td>\n",
       "      <td>曹先生</td>\n",
       "      <td>猎头顾问</td>\n",
       "      <td>bc5aeb6fbe53ec20a08be7d47ba8d3cf</td>\n",
       "      <td>643de937ffcb574c11fc7efa02u.png</td>\n",
       "      <td>融资未公开</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>%7B%22jobId%22%3A%2252471955%22%2C%22jobKind%2...</td>\n",
       "      <td>{\"jobId\":\"52471955\",\"jobKind\":\"2\",\"imId\":\"3856...</td>\n",
       "      <td>[社交产品, 平台产品, 工具产品, 社交网络, 产品设计, 流程设计, 产品规划, 团队管理]</td>\n",
       "      <td>52471955</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>10-15k</td>\n",
       "      <td>广州-海珠区</td>\n",
       "      <td>2</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>本科</td>\n",
       "      <td>...</td>\n",
       "      <td>https://www.liepin.com/company/13001749/</td>\n",
       "      <td>工艺品</td>\n",
       "      <td>False</td>\n",
       "      <td>3856590f4c95362ab8186adbf6c31dd6</td>\n",
       "      <td>2</td>\n",
       "      <td>陈女士</td>\n",
       "      <td>招聘专员</td>\n",
       "      <td>37d22e9e32bcd9386756075cb8790a78</td>\n",
       "      <td>5f8f9866dfb13a7dee342f1808u.jpg</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>40 rows × 31 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                             dataInfo  \\\n",
       "0   %7B%22jobId%22%3A%2258002363%22%2C%22jobKind%2...   \n",
       "1   %7B%22jobId%22%3A%2258215521%22%2C%22jobKind%2...   \n",
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       "3   %7B%22jobId%22%3A%2257157157%22%2C%22jobKind%2...   \n",
       "4   %7B%22jobId%22%3A%2245177357%22%2C%22jobKind%2...   \n",
       "5   %7B%22jobId%22%3A%2257816811%22%2C%22jobKind%2...   \n",
       "6   %7B%22jobId%22%3A%2240053971%22%2C%22jobKind%2...   \n",
       "7   %7B%22jobId%22%3A%2257565197%22%2C%22jobKind%2...   \n",
       "8   %7B%22jobId%22%3A%2244278139%22%2C%22jobKind%2...   \n",
       "9   %7B%22jobId%22%3A%2257485259%22%2C%22jobKind%2...   \n",
       "10  %7B%22jobId%22%3A%2245828899%22%2C%22jobKind%2...   \n",
       "11  %7B%22jobId%22%3A%2248652943%22%2C%22jobKind%2...   \n",
       "12  %7B%22jobId%22%3A%2244668045%22%2C%22jobKind%2...   \n",
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       "17  %7B%22jobId%22%3A%2246355485%22%2C%22jobKind%2...   \n",
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       "21  %7B%22jobId%22%3A%2241293593%22%2C%22jobKind%2...   \n",
       "22  %7B%22jobId%22%3A%2244638211%22%2C%22jobKind%2...   \n",
       "23  %7B%22jobId%22%3A%2255540905%22%2C%22jobKind%2...   \n",
       "24  %7B%22jobId%22%3A%2241342655%22%2C%22jobKind%2...   \n",
       "25  %7B%22jobId%22%3A%2258230073%22%2C%22jobKind%2...   \n",
       "26  %7B%22jobId%22%3A%2256928029%22%2C%22jobKind%2...   \n",
       "27  %7B%22jobId%22%3A%2258024007%22%2C%22jobKind%2...   \n",
       "28  %7B%22jobId%22%3A%2256142583%22%2C%22jobKind%2...   \n",
       "29  %7B%22jobId%22%3A%2252932415%22%2C%22jobKind%2...   \n",
       "30  %7B%22jobId%22%3A%2256773475%22%2C%22jobKind%2...   \n",
       "31  %7B%22jobId%22%3A%2252410465%22%2C%22jobKind%2...   \n",
       "32  %7B%22jobId%22%3A%2241290327%22%2C%22jobKind%2...   \n",
       "33  %7B%22jobId%22%3A%2257365497%22%2C%22jobKind%2...   \n",
       "34  %7B%22jobId%22%3A%2243415437%22%2C%22jobKind%2...   \n",
       "35  %7B%22jobId%22%3A%2258061585%22%2C%22jobKind%2...   \n",
       "36  %7B%22jobId%22%3A%2257515707%22%2C%22jobKind%2...   \n",
       "37  %7B%22jobId%22%3A%2244316525%22%2C%22jobKind%2...   \n",
       "38  %7B%22jobId%22%3A%2245394213%22%2C%22jobKind%2...   \n",
       "39  %7B%22jobId%22%3A%2252471955%22%2C%22jobKind%2...   \n",
       "\n",
       "                                           dataParams  \\\n",
       "0   {\"jobId\":\"58002363\",\"jobKind\":\"2\",\"imId\":\"561f...   \n",
       "1   {\"jobId\":\"58215521\",\"jobKind\":\"2\",\"imId\":\"f8a5...   \n",
       "2   {\"jobId\":\"58425003\",\"jobKind\":\"2\",\"imId\":\"8cd6...   \n",
       "3   {\"jobId\":\"57157157\",\"jobKind\":\"2\",\"imId\":\"d4cc...   \n",
       "4   {\"jobId\":\"45177357\",\"jobKind\":\"1\",\"imId\":\"9cfd...   \n",
       "5   {\"jobId\":\"57816811\",\"jobKind\":\"2\",\"imId\":\"5fdf...   \n",
       "6   {\"jobId\":\"40053971\",\"jobKind\":\"2\",\"imId\":\"5295...   \n",
       "7   {\"jobId\":\"57565197\",\"jobKind\":\"2\",\"imId\":\"4acc...   \n",
       "8   {\"jobId\":\"44278139\",\"jobKind\":\"1\",\"imId\":\"d79a...   \n",
       "9   {\"jobId\":\"57485259\",\"jobKind\":\"2\",\"imId\":\"771c...   \n",
       "10  {\"jobId\":\"45828899\",\"jobKind\":\"1\",\"imId\":\"14d2...   \n",
       "11  {\"jobId\":\"48652943\",\"jobKind\":\"2\",\"imId\":\"7d9d...   \n",
       "12  {\"jobId\":\"44668045\",\"jobKind\":\"1\",\"imId\":\"4216...   \n",
       "13  {\"jobId\":\"44668403\",\"jobKind\":\"1\",\"imId\":\"4216...   \n",
       "14  {\"jobId\":\"57310499\",\"jobKind\":\"2\",\"imId\":\"f7db...   \n",
       "15  {\"jobId\":\"56099491\",\"jobKind\":\"2\",\"imId\":\"4dd9...   \n",
       "16  {\"jobId\":\"44668245\",\"jobKind\":\"1\",\"imId\":\"4216...   \n",
       "17  {\"jobId\":\"46355485\",\"jobKind\":\"2\",\"imId\":\"612d...   \n",
       "18  {\"jobId\":\"44296619\",\"jobKind\":\"1\",\"imId\":\"aff6...   \n",
       "19  {\"jobId\":\"45039771\",\"jobKind\":\"1\",\"imId\":\"9f14...   \n",
       "20  {\"jobId\":\"46557423\",\"jobKind\":\"2\",\"imId\":\"b9f1...   \n",
       "21  {\"jobId\":\"41293593\",\"jobKind\":\"2\",\"imId\":\"abdc...   \n",
       "22  {\"jobId\":\"44638211\",\"jobKind\":\"2\",\"imId\":\"a7c1...   \n",
       "23  {\"jobId\":\"55540905\",\"jobKind\":\"2\",\"imId\":\"419e...   \n",
       "24  {\"jobId\":\"41342655\",\"jobKind\":\"2\",\"imId\":\"03e8...   \n",
       "25  {\"jobId\":\"58230073\",\"jobKind\":\"2\",\"imId\":\"01bd...   \n",
       "26  {\"jobId\":\"56928029\",\"jobKind\":\"2\",\"imId\":\"69dd...   \n",
       "27  {\"jobId\":\"58024007\",\"jobKind\":\"2\",\"imId\":\"a937...   \n",
       "28  {\"jobId\":\"56142583\",\"jobKind\":\"2\",\"imId\":\"ae28...   \n",
       "29  {\"jobId\":\"52932415\",\"jobKind\":\"2\",\"imId\":\"e4bf...   \n",
       "30  {\"jobId\":\"56773475\",\"jobKind\":\"2\",\"imId\":\"a6ec...   \n",
       "31  {\"jobId\":\"52410465\",\"jobKind\":\"2\",\"imId\":\"34bc...   \n",
       "32  {\"jobId\":\"41290327\",\"jobKind\":\"2\",\"imId\":\"a3f8...   \n",
       "33  {\"jobId\":\"57365497\",\"jobKind\":\"2\",\"imId\":\"a2af...   \n",
       "34  {\"jobId\":\"43415437\",\"jobKind\":\"1\",\"imId\":\"f8e4...   \n",
       "35  {\"jobId\":\"58061585\",\"jobKind\":\"2\",\"imId\":\"c3cb...   \n",
       "36  {\"jobId\":\"57515707\",\"jobKind\":\"2\",\"imId\":\"2e26...   \n",
       "37  {\"jobId\":\"44316525\",\"jobKind\":\"2\",\"imId\":\"fc94...   \n",
       "38  {\"jobId\":\"45394213\",\"jobKind\":\"1\",\"imId\":\"1ea5...   \n",
       "39  {\"jobId\":\"52471955\",\"jobKind\":\"2\",\"imId\":\"3856...   \n",
       "\n",
       "                                           job.labels job.jobId  \\\n",
       "0                                  [产品开发, 产品规划, 产品运营]  58002363   \n",
       "1                                            [神外, 医生]  58215521   \n",
       "2                          [IT互联网, to C, 移动端产品, 产品规划]  58425003   \n",
       "3                                              [泌尿外科]  57157157   \n",
       "4                                  [市场营销, 产品管理, 产品开发]  45177357   \n",
       "5                                       [供应链产品, 数据分析]  57816811   \n",
       "6                                              [数据分析]  40053971   \n",
       "7               [金融产品, 商业产品, IT互联网, 金融行业, 产品优化, 产品设计]  57565197   \n",
       "8                                        [固定收益, 固收系统]  44278139   \n",
       "9                               [旅游产品, to C, OTA, 英文]  57485259   \n",
       "10                                 [交互设计, 产品设计, 产品规划]  45828899   \n",
       "11  [广告产品, 广告行业, 游戏行业, 计算机软件, 产品设计, 流程设计, 数据分析, 团队管理]  48652943   \n",
       "12                                             [工具产品]  44668045   \n",
       "13                                             [工具产品]  44668403   \n",
       "14                                             [生物科技]  57310499   \n",
       "15              [需求挖掘, 团队管理, 需求调研, 项目管理, 跨部门沟通, 项目开发]  56099491   \n",
       "16                                             [工具产品]  44668245   \n",
       "17              [工具产品, IT互联网, 产品设计, 原型设计, 用户研究, 产品规划]  46355485   \n",
       "18                                                 []  44296619   \n",
       "19                             [产品经理, MCS系统, B2B报价系统]  45039771   \n",
       "20   [电子商务, 家具设计, 产品规划, 欧美风格, 轻奢风格, 实木家具, 板木家具, 软体家具]  46557423   \n",
       "21                                             [数据分析]  41293593   \n",
       "22             [产品设计, axure, visio, xmind, erp, 需求分析]  44638211   \n",
       "23                                      [工具产品, 移动端产品]  55540905   \n",
       "24                                                 []  41342655   \n",
       "25  [支付产品, 工具产品, 供应链产品, 产品规划, 产品设计, 需求分析, 数据分析, 财务...  58230073   \n",
       "26                                         [云网编排, 电信]  56928029   \n",
       "27                              [Visio, Axure, 工业互联网]  58024007   \n",
       "28                   [跨境电商, to C, ERP系统, 数据分析, 供应链产品]  56142583   \n",
       "29  [数据产品, 客户端产品, CRM产品, CRM系统, to C, 用户研究, 产品设计, ...  52932415   \n",
       "30                                                 []  56773475   \n",
       "31                                                 []  52410465   \n",
       "32                                [IT互联网, 用户研究, 市场调研]  41290327   \n",
       "33  [交易产品, 供应链产品, 数据产品, 电商产品, to B, 采购, CRM系统, Saa...  57365497   \n",
       "34                                                 []  43415437   \n",
       "35                                      [工具产品, 客户端产品]  58061585   \n",
       "36                                                 []  57515707   \n",
       "37                                       [产品设计, 需求分析]  44316525   \n",
       "38                     [AI人工智能产品, IT互联网, 电子商务, 批发/零售]  45394213   \n",
       "39   [社交产品, 平台产品, 工具产品, 社交网络, 产品设计, 流程设计, 产品规划, 团队管理]  52471955   \n",
       "\n",
       "                         job.title  job.salary  job.dq job.jobKind  \\\n",
       "0                           电商产品经理  10-15k·13薪  广州-越秀区           2   \n",
       "1   神外产品销售经理 Product Sales Manager  12-15k·15薪  广州-越秀区           2   \n",
       "2                           高级产品PM      20-35k  广州-天河区           2   \n",
       "3                           医药产品经理  25-30k·14薪  广州-越秀区           2   \n",
       "4                 Product Manager       25-30k      广州           1   \n",
       "5                           产品经理助理    5-7k·13薪  广州-番禺区           2   \n",
       "6                           助理产品经理      16-20k      广州           2   \n",
       "7                         数字化产品经理岗      20-40k  广州-天河区           2   \n",
       "8                     固收条线金融科技产品经理  30-50k·20薪      广州           1   \n",
       "9                       产品经理（海外业务）  12-20k·13薪  广州-海珠区           2   \n",
       "10                     产品经理（需要有护照）      25-35k      广州           1   \n",
       "11                            产品经理      15-30k  广州-海珠区           2   \n",
       "12                         照明-产品经理      15-24k      广州           1   \n",
       "13                         家居-产品经理      15-24k      广州           1   \n",
       "14                            产品经理  20-40k·14薪  广州-海珠区           2   \n",
       "15                            产品经理      12-15k  广州-海珠区           2   \n",
       "16                         充电-产品经理      15-24k      广州           1   \n",
       "17                            产品经理       8-13k  广州-天河区           2   \n",
       "18                       心血管产品线总经理      30-50k      广州           1   \n",
       "19                            产品经理      10-15k  广州-增城区           1   \n",
       "20                          家具产品经理  15-30k·13薪  广州-海珠区           2   \n",
       "21                            产品经理  15-20k·13薪      广州           2   \n",
       "22                            产品经理       7-12k  广州-越秀区           2   \n",
       "23                      产品经理（工具产品）      15-25k  广州-天河区           2   \n",
       "24                     产品经理（金融类产品）   8-15k·13薪  广州-海珠区           2   \n",
       "25                   支付结算产品经理（供应链）  20-40k·16薪  广州-番禺区           2   \n",
       "26                            产品经理      12-25k  广州-天河区           2   \n",
       "27                            产品经理      11-17k  广州-天河区           2   \n",
       "28                            产品经理      20-30k  广州-越秀区           2   \n",
       "29                        产品经理（双休）      12-15k  广州-天河区           2   \n",
       "30          代客代理中心产品经理岗（衍生品交易产品经理）      15-30k  广州-天河区           2   \n",
       "31                      产品经理(妇瘤领域）      20-40k  广州-海珠区           2   \n",
       "32                         高级产品经理-  18-28k·16薪      广州           2   \n",
       "33                     产品经理岗（信息技术）  10-16k·15薪  广州-越秀区           2   \n",
       "34                   产品经理（护肤品产品经理）      10-15k  广州-白云区           1   \n",
       "35                     产品经理(运营工具类)      20-30k  广州-海珠区           2   \n",
       "36                 广花融资担保公司（筹）产品经理      10-20k  广州-花都区           2   \n",
       "37                            产品经理      12-20k  广州-黄埔区           2   \n",
       "38                          AI产品经理  15-22k·13薪      广州           1   \n",
       "39                            产品经理      10-15k  广州-海珠区           2   \n",
       "\n",
       "   job.requireWorkYears job.requireEduLevel  ...  \\\n",
       "0                  1-3年                  大专  ...   \n",
       "1                  1-3年                统招本科  ...   \n",
       "2                  1-3年                  本科  ...   \n",
       "3                  1-3年                  硕士  ...   \n",
       "4                  1-3年               本科及以上  ...   \n",
       "5                  1-3年                  大专  ...   \n",
       "6                  1-3年                  本科  ...   \n",
       "7                  1-3年                  硕士  ...   \n",
       "8                  1-3年               硕士及以上  ...   \n",
       "9                  1-3年                  本科  ...   \n",
       "10                 1-3年               大专及以上  ...   \n",
       "11                 1-3年                统招本科  ...   \n",
       "12                 1-3年               本科及以上  ...   \n",
       "13                 1-3年               本科及以上  ...   \n",
       "14                 1-3年                统招本科  ...   \n",
       "15                 1-3年                  本科  ...   \n",
       "16                 1-3年                学历不限  ...   \n",
       "17                 1-3年                  大专  ...   \n",
       "18                 1-3年               硕士及以上  ...   \n",
       "19                 1-3年               本科及以上  ...   \n",
       "20                 1-3年                  本科  ...   \n",
       "21                 1-3年                  本科  ...   \n",
       "22                 1-3年                  大专  ...   \n",
       "23                 1-3年                  本科  ...   \n",
       "24                 1-3年                  本科  ...   \n",
       "25                 1-3年                统招本科  ...   \n",
       "26                 1-3年                  本科  ...   \n",
       "27                 1-3年                  本科  ...   \n",
       "28                 1-3年                统招本科  ...   \n",
       "29                 1-3年                统招本科  ...   \n",
       "30                 1-3年                统招本科  ...   \n",
       "31                 1-3年                统招本科  ...   \n",
       "32                 1-3年                  本科  ...   \n",
       "33                 1-3年                统招本科  ...   \n",
       "34                 1-3年                统招本科  ...   \n",
       "35                 1-3年                  本科  ...   \n",
       "36                 1-3年                统招本科  ...   \n",
       "37                 1-3年                  本科  ...   \n",
       "38                 1-3年                统招本科  ...   \n",
       "39                 1-3年                  本科  ...   \n",
       "\n",
       "                                   comp.link comp.compIndustry  \\\n",
       "0    https://www.liepin.com/company/9720899/             批发/零售   \n",
       "1    https://www.liepin.com/company/7023768/                制药   \n",
       "2   https://www.liepin.com/company/13538001/            人力资源服务   \n",
       "3    https://www.liepin.com/company/8275623/                制药   \n",
       "4                                                           日化   \n",
       "5    https://www.liepin.com/company/9730786/       电子/半导体/集成电路   \n",
       "6   https://www.liepin.com/company/12568645/                制药   \n",
       "7    https://www.liepin.com/company/8136395/          基金/证券/期货   \n",
       "8                                                     基金/证券/期货   \n",
       "9    https://www.liepin.com/company/8082331/               互联网   \n",
       "10                                                         物联网   \n",
       "11   https://www.liepin.com/company/8166526/                游戏   \n",
       "12                                                        电子商务   \n",
       "13                                                        电子商务   \n",
       "14  https://www.liepin.com/company/13113895/              生物技术   \n",
       "15  https://www.liepin.com/company/13001749/               工艺品   \n",
       "16                                                        电子商务   \n",
       "17   https://www.liepin.com/company/9257569/             计算机软件   \n",
       "18                                                        医疗器械   \n",
       "19                                                       家具/家居   \n",
       "20  https://www.liepin.com/company/10239197/              电子商务   \n",
       "21   https://www.liepin.com/company/9249321/              科技金融   \n",
       "22   https://www.liepin.com/company/8947527/              电子商务   \n",
       "23   https://www.liepin.com/company/8835306/               互联网   \n",
       "24   https://www.liepin.com/company/8166526/                游戏   \n",
       "25   https://www.liepin.com/company/8537928/               消费品   \n",
       "26    https://www.liepin.com/company/552933/             计算机软件   \n",
       "27   https://www.liepin.com/company/9944665/               互联网   \n",
       "28  https://www.liepin.com/company/13297665/              电子商务   \n",
       "29  https://www.liepin.com/company/13320911/          广告/公关/会展   \n",
       "30   https://www.liepin.com/company/8790445/                银行   \n",
       "31   https://www.liepin.com/company/8275623/                制药   \n",
       "32   https://www.liepin.com/company/9541320/               互联网   \n",
       "33  https://www.liepin.com/company/13126133/          基金/证券/期货   \n",
       "34                                                       个人护理品   \n",
       "35   https://www.liepin.com/company/2020322/               互联网   \n",
       "36  https://www.liepin.com/company/13183547/           其他商务服务业   \n",
       "37  https://www.liepin.com/company/12155019/              人工智能   \n",
       "38                                                    食品/饮料/酒水   \n",
       "39  https://www.liepin.com/company/13001749/               工艺品   \n",
       "\n",
       "   recruiter.chatted                    recruiter.imId  recruiter.imUserType  \\\n",
       "0              False  561ff6e28a2e9cb4aa6795a3148228ff                     2   \n",
       "1              False  f8a500e0eab81d475153eb2d84a8b1de                     2   \n",
       "2              False  8cd623ca6b256b8f27604c803496f761                     2   \n",
       "3              False  d4cc4bca17cae276aefc9b4a2bd8879c                     2   \n",
       "4              False  9cfdabc8878349689809d03804875792                     2   \n",
       "5              False  5fdfb4259befbf07160bef405ccde8ba                     2   \n",
       "6              False  529552300bc2bc6e160bef405ccde8ba                     2   \n",
       "7              False  4acca2cffc6204f40e33f8ac54fbf39e                     2   \n",
       "8              False  d79a00f8f6ab328f6042c177f0a1d2b1                     2   \n",
       "9              False  771cd76556a28fdf9ccf3dc45f6d7696                     2   \n",
       "10             False  14d2189610998a2766eeece80d41bfcb                     2   \n",
       "11             False  7d9de10d9f7b0a9c9941166e65ebdb6f                     2   \n",
       "12             False  42164ef1272ab5736e8893c9219f7e03                     2   \n",
       "13             False  42164ef1272ab5736e8893c9219f7e03                     2   \n",
       "14             False  f7db13688dbb016edf514c63e89fb1b8                     2   \n",
       "15             False  4dd9c611f28fb31268c56fcc9b2af6cb                     2   \n",
       "16             False  42164ef1272ab5736e8893c9219f7e03                     2   \n",
       "17             False  612d2e8328d1f75dfdb07c5a03f49b8b                     2   \n",
       "18             False  aff648644d2a1229fa1c74c9d557610b                     2   \n",
       "19             False  9f14288df001c0c215bfaefec8d20490                     2   \n",
       "20             False  b9f180babb88d8c1d6a9d1214a39013b                     2   \n",
       "21             False  abdc4a6288cb408c67afc08fad36a30d                     2   \n",
       "22             False  a7c1274d81ffbd5c8fa263ed17de85b1                     2   \n",
       "23             False  419e123d9f6bdaed6dadb487287a091a                     2   \n",
       "24             False  03e8d37d540f7aacac365a663ca833da                     2   \n",
       "25             False  01bdff5bdd175f73bed9c63c695716f7                     2   \n",
       "26             False  69dd5aa7404662acbf1edd1f3249a09c                     2   \n",
       "27             False  a93749238acde2291837546e45eb3a29                     2   \n",
       "28             False  ae28de7e05e365ec4905a3841e4dc3ea                     2   \n",
       "29             False  e4bf1583b9e4e0cf6c47a62dcc2db52b                     2   \n",
       "30             False  a6ecbb8d620b5506c1bd2b3e9fec8144                     2   \n",
       "31             False  34bca69415136074d2e7a31c096a5fc3                     2   \n",
       "32             False  a3f8d3fcd35211590eae969ce9a54d02                     2   \n",
       "33             False  a2afe536821a6213835da8f121f93219                     2   \n",
       "34             False  f8e487f9c2ce7cab62cb88e0a323364d                     2   \n",
       "35             False  c3cb189cf9b5b27906342a441a87c2a0                     2   \n",
       "36             False  2e2678cb5cd647bb7ea58b95d93937d7                     2   \n",
       "37             False  fc94b91b540b7f07cde5ca55a88b4d39                     2   \n",
       "38             False  1ea5a0993d3cd147540202c0778f1521                     2   \n",
       "39             False  3856590f4c95362ab8186adbf6c31dd6                     2   \n",
       "\n",
       "   recruiter.recruiterName recruiter.recruiterTitle  \\\n",
       "0                      刘女士                     人事经理   \n",
       "1                      张先生                   人力资源专员   \n",
       "2                      戴先生                     招聘经理   \n",
       "3                      刘先生               高级医学信息沟通专员   \n",
       "4                      孙女士                     猎头顾问   \n",
       "5                      杜先生                            \n",
       "6                      徐女士                     招聘经理   \n",
       "7                      方女士                 高级人力资源经理   \n",
       "8                      刘先生                     猎头顾问   \n",
       "9                      梁女士                   人力资源主管   \n",
       "10                     岑先生                     猎头顾问   \n",
       "11                      文饶                     招聘专员   \n",
       "12                     张女士                     猎头顾问   \n",
       "13                     张女士                     猎头顾问   \n",
       "14                     谭先生                     招聘专员   \n",
       "15                     黄女士                  人力行政实习生   \n",
       "16                     张女士                     猎头顾问   \n",
       "17                     陈女士                  人力资源负责人   \n",
       "18                     王女士                     猎头顾问   \n",
       "19                     王女士                     猎头顾问   \n",
       "20                     梁女士                     hrbp   \n",
       "21                     陈女士             广州卓术信息科技有限公司   \n",
       "22                     李女士                     招聘专员   \n",
       "23                     康女士                       招聘   \n",
       "24                     吴女士                       HR   \n",
       "25                     李女士                       HR   \n",
       "26                     张女士                     招聘管理   \n",
       "27                     郭女士                            \n",
       "28                     王女士                     人事专员   \n",
       "29                     陈女士                       HR   \n",
       "30                     陈女士                    人力资源部   \n",
       "31                     邓女士                       HR   \n",
       "32                     刘女士                     招聘专员   \n",
       "33                     陈女士                            \n",
       "34                     唐女士                     猎头顾问   \n",
       "35                     姚先生                       HR   \n",
       "36                     齐女士                人力资源经理/主管   \n",
       "37                     朱女士                     行政专员   \n",
       "38                     曹先生                     猎头顾问   \n",
       "39                     陈女士                     招聘专员   \n",
       "\n",
       "               recruiter.recruiterId          recruiter.recruiterPhoto  \\\n",
       "0   e478580dede58f33b410edb79f6d12d0   5f8f986779c7cc70efbf36c008u.jpg   \n",
       "1   5445ba45a2189a2b1a078f176245fc3b   5f8f986aea60860b75384fab08u.jpg   \n",
       "2   76b3c5fa37c28d5b0833ed7f44c37e6d   5f8f986c79c7cc70efbf36c808u.jpg   \n",
       "3   22ab2b1a88769c3259935c280d474240   5f8f986aea60860b75384fab08u.jpg   \n",
       "4   47227c6fbfcd952686963be95b15422d  6321be3095ee1c04143439eb01u.jpeg   \n",
       "5   c8d145acb0a3162c59941f318d428c38   5f8f986aea60860b75384fab08u.jpg   \n",
       "6   1590a7fa7a4c122cc9faa5f1f002919b   5f8f9865ea60860b75384fa508u.jpg   \n",
       "7   957da5d54f0e05cf25285db46809d2f1   5f8f9865ea60860b75384fa508u.jpg   \n",
       "8   1fcc7ed72e3b72292e48c8cc9ac1ae51   60fa4ef147b4cc0789c987b808u.jpg   \n",
       "9   3fcd2f12b166bad5fdacd2bbba7fbaf4   5f8f9863f6d1ab58476f246a08u.jpg   \n",
       "10  7a3e764d1a0594d0cb12694546498149   5e54c3de29d83a675453429507u.jpg   \n",
       "11  ba92c288ac646d9975818ed14bd0d05e   5f8f986c79c7cc70efbf36c808u.jpg   \n",
       "12  0dfca8bd388cf67f1995baa6429364e4   6408280fb792580455b2e08001u.png   \n",
       "13  0dfca8bd388cf67f1995baa6429364e4   6408280fb792580455b2e08001u.png   \n",
       "14  42d729da7b77447d94ee8f73bffdc0cd   6423908b3bc4c916d465997108u.png   \n",
       "15  93dd604f1509212fa3eb4df9e13b6d62   63ec2b240a1ead27bd40dc1505u.png   \n",
       "16  0dfca8bd388cf67f1995baa6429364e4   6408280fb792580455b2e08001u.png   \n",
       "17  1cb765d37bd0684eff1ae1f928339e0b   5f8f9863f6d1ab58476f246a08u.jpg   \n",
       "18  1f85cb9fa2d342ded02e1a3cb9420619   6246e8b3bc8c77795d23422d03u.png   \n",
       "19  565849ded1b9b95e377539f79c05e41c   5d541bac4ebeb1284dfb924f06u.jpg   \n",
       "20  a2d2354bf657634e4912f8ab59d2cc03   5f8f9863f6d1ab58476f246a08u.jpg   \n",
       "21  41a7ab5db2267b7a7086e5281ecdcd6d   5f8f986779c7cc70efbf36c008u.jpg   \n",
       "22  d065b1daa7bcb84ae6c40ac9e0b1d9fc   5f8f98648dbe6273dcf8515508u.jpg   \n",
       "23  626782c0f12b3069230926edcca89924   5de9b8bfcd52473b94f2fba308u.jpg   \n",
       "24  0042dacfb48178e98761eb2ffb64e351   5f8f9866dfb13a7dee342f1808u.jpg   \n",
       "25  4cb038ce180249e5b6d6f34ea69aacf8   62201c0397e97d36de7fadb308u.png   \n",
       "26  08e4b7710d87386c452b3baea68b57ec   5f8f9863f6d1ab58476f246a08u.jpg   \n",
       "27  d5177c362ae2b36051ad066dbe2db213   5f8f98648dbe6273dcf8515508u.jpg   \n",
       "28  e36552938188a1aad74c93eafadb8eb7   5f8f9865ea60860b75384fa508u.jpg   \n",
       "29  1b45d1e7748f010fcdd85d92c851c486   5f8f9865ea60860b75384fa508u.jpg   \n",
       "30  f3b6bdf2ce40fc5ff3a020d01df02f01   5f8f986779c7cc70efbf36c008u.jpg   \n",
       "31  42a2c62bf934a3d99dabcf9dd14166d8   5f8f9865ea60860b75384fa508u.jpg   \n",
       "32  3c7809eade2bdcbf731b0e7b4e6639e3   5f8f98648dbe6273dcf8515508u.jpg   \n",
       "33  54cbd070baed9f4ed723ded599efb12c   5f8f9865ea60860b75384fa508u.jpg   \n",
       "34  36b94f67508835cc9a16a1a712525b2e   60eff8fa72adae59b22441f602u.png   \n",
       "35  cc35ec1aa9700d5ede2b0659cc984ffa   5f8f986c79c7cc70efbf36c808u.jpg   \n",
       "36  9224e21535a0770f9d45710a02ad2182   5f8f9865ea60860b75384fa508u.jpg   \n",
       "37  d23bfd561d4618fd321935c5956f05c6   5f8f9866dfb13a7dee342f1808u.jpg   \n",
       "38  bc5aeb6fbe53ec20a08be7d47ba8d3cf   643de937ffcb574c11fc7efa02u.png   \n",
       "39  37d22e9e32bcd9386756075cb8790a78   5f8f9866dfb13a7dee342f1808u.jpg   \n",
       "\n",
       "   comp.compStage  \n",
       "0             NaN  \n",
       "1             已上市  \n",
       "2             NaN  \n",
       "3            港股上市  \n",
       "4           融资未公开  \n",
       "5             NaN  \n",
       "6              D轮  \n",
       "7             NaN  \n",
       "8              A轮  \n",
       "9              D轮  \n",
       "10            天使轮  \n",
       "11            NaN  \n",
       "12             其他  \n",
       "13             其他  \n",
       "14             A轮  \n",
       "15            NaN  \n",
       "16             其他  \n",
       "17          融资未公开  \n",
       "18            已上市  \n",
       "19            已上市  \n",
       "20             B轮  \n",
       "21          融资未公开  \n",
       "22           战略投资  \n",
       "23             A轮  \n",
       "24            NaN  \n",
       "25            已上市  \n",
       "26            NaN  \n",
       "27            NaN  \n",
       "28            NaN  \n",
       "29            NaN  \n",
       "30            NaN  \n",
       "31           港股上市  \n",
       "32            NaN  \n",
       "33            NaN  \n",
       "34            已上市  \n",
       "35           美股上市  \n",
       "36          融资未公开  \n",
       "37             A轮  \n",
       "38          融资未公开  \n",
       "39            NaN  \n",
       "\n",
       "[40 rows x 31 columns]"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.json_normalize(data_liepin['data']['data']['jobCardList'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "5f8b969c",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th>job.title</th>\n",
       "      <th>job.salary</th>\n",
       "      <th>job.dq</th>\n",
       "      <th>job.jobId</th>\n",
       "      <th>job.topJob</th>\n",
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       "      <th>comp.compIndustry</th>\n",
       "      <th>comp.compScale</th>\n",
       "      <th>recruiter.recruiterName</th>\n",
       "      <th>recruiter.recruiterTitle</th>\n",
       "      <th>recruiter.imId</th>\n",
       "      <th>recruiter.imUserType</th>\n",
       "      <th>recruiter.chatted</th>\n",
       "      <th>recruiter.recruiterId</th>\n",
       "      <th>recruiter.recruiterPhoto</th>\n",
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       "      <td>%7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
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       "      <td>医药产品经理</td>\n",
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       "      <td>d7754d4d4e4aa4da6dadb487287a091a</td>\n",
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       "      <td>%7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>{\"recruiterName\":\"刘女士\",\"jobId\":\"58002363\",\"imI...</td>\n",
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       "      <td>20230421104505</td>\n",
       "      <td>电商产品经理</td>\n",
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       "      <td>广州-越秀区</td>\n",
       "      <td>58002363</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>https://www.liepin.com/company/9720899/</td>\n",
       "      <td>批发/零售</td>\n",
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       "      <td>刘女士</td>\n",
       "      <td>人事经理</td>\n",
       "      <td>561ff6e28a2e9cb4aa6795a3148228ff</td>\n",
       "      <td>2.0</td>\n",
       "      <td>False</td>\n",
       "      <td>e478580dede58f33b410edb79f6d12d0</td>\n",
       "      <td>5f8f986779c7cc70efbf36c008u.jpg</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "      <td>%7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>{\"recruiterName\":\"王女士\",\"jobId\":\"56876529\",\"imI...</td>\n",
       "      <td>[]</td>\n",
       "      <td>20230510113709</td>\n",
       "      <td>Automation Product Manager</td>\n",
       "      <td>20-40k·13薪</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>56876529</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>https://www.liepin.com/company/8506529/</td>\n",
       "      <td>医疗器械</td>\n",
       "      <td>5000-10000人</td>\n",
       "      <td>王女士</td>\n",
       "      <td>人力资源专员</td>\n",
       "      <td>24c1cab13ef9bc2e801c17c79e240538</td>\n",
       "      <td>2.0</td>\n",
       "      <td>False</td>\n",
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       "      <td>5f8f98648dbe6273dcf8515508u.jpg</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3</td>\n",
       "      <td>%7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>{\"recruiterName\":\"李女士\",\"jobId\":\"58230073\",\"imI...</td>\n",
       "      <td>['支付产品', '工具产品', '供应链产品', '产品规划', '产品设计', '需求分...</td>\n",
       "      <td>20230429161907</td>\n",
       "      <td>支付结算产品经理（供应链）</td>\n",
       "      <td>20-40k·16薪</td>\n",
       "      <td>广州-番禺区</td>\n",
       "      <td>58230073</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>https://www.liepin.com/company/8537928/</td>\n",
       "      <td>消费品</td>\n",
       "      <td>5000-10000人</td>\n",
       "      <td>李女士</td>\n",
       "      <td>HR</td>\n",
       "      <td>01bdff5bdd175f73bed9c63c695716f7</td>\n",
       "      <td>2.0</td>\n",
       "      <td>False</td>\n",
       "      <td>4cb038ce180249e5b6d6f34ea69aacf8</td>\n",
       "      <td>62201c0397e97d36de7fadb308u.png</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4</td>\n",
       "      <td>%7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>{\"recruiterName\":\"李先生\",\"jobId\":\"44389755\",\"imI...</td>\n",
       "      <td>['工具产品', '海外产品']</td>\n",
       "      <td>20230504101816</td>\n",
       "      <td>项目负责人-出海工具</td>\n",
       "      <td>50-60k·18薪</td>\n",
       "      <td>广州</td>\n",
       "      <td>44389755</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>在线社交/媒体</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>李先生</td>\n",
       "      <td>猎头顾问</td>\n",
       "      <td>a618aec32f807381e2a6e48d27d32952</td>\n",
       "      <td>2.0</td>\n",
       "      <td>False</td>\n",
       "      <td>7938d3385f4fa15e1077287a6124ac27</td>\n",
       "      <td>61c1856c1fe6ad2b061c38f408u.png</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
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       "    <tr>\n",
       "      <th>796</th>\n",
       "      <td>36</td>\n",
       "      <td>%7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...</td>\n",
       "      <td>{\"jobKind\":\"2\",\"imId\":\"e225c3f62a005d602599e94...</td>\n",
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       "      <td>20221125101339</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>14-17k</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>54434179</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>https://www.liepin.com/company/13240331/</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td>1-49人</td>\n",
       "      <td>杨女士</td>\n",
       "      <td>HR</td>\n",
       "      <td>e225c3f62a005d602599e94af0746e13</td>\n",
       "      <td>2.0</td>\n",
       "      <td>False</td>\n",
       "      <td>2e7227dee6993722f405701a339a50b5</td>\n",
       "      <td>62a44db9eb7f9e008716ed4208u.png</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>797</th>\n",
       "      <td>37</td>\n",
       "      <td>%7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...</td>\n",
       "      <td>{\"jobKind\":\"2\",\"imId\":\"1fe1f195fb9b578b4036597...</td>\n",
       "      <td>['产品经理', '智能硬件产品', '智能硬件', '车载产品', '行车记录仪']</td>\n",
       "      <td>20230426171852</td>\n",
       "      <td>高级产品经理（硬件产品）</td>\n",
       "      <td>20-30k</td>\n",
       "      <td>广州-越秀区</td>\n",
       "      <td>51415121</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>https://www.liepin.com/company/12274147/</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>王女士</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1fe1f195fb9b578b4036597854bcf58c</td>\n",
       "      <td>2.0</td>\n",
       "      <td>False</td>\n",
       "      <td>3008edc8b1b12656a3c5bc684e468568</td>\n",
       "      <td>5f8f9865ea60860b75384fa508u.jpg</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>798</th>\n",
       "      <td>38</td>\n",
       "      <td>%7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...</td>\n",
       "      <td>{\"jobKind\":\"2\",\"imId\":\"694fd92f6c2e08c7e2ff452...</td>\n",
       "      <td>[]</td>\n",
       "      <td>20230209091607</td>\n",
       "      <td>护肤品产品开发经理</td>\n",
       "      <td>10-20k</td>\n",
       "      <td>广州-海珠区</td>\n",
       "      <td>55885211</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>https://www.liepin.com/company/13413369/</td>\n",
       "      <td>电子商务</td>\n",
       "      <td>50-99人</td>\n",
       "      <td>麦女士</td>\n",
       "      <td>人事</td>\n",
       "      <td>694fd92f6c2e08c7e2ff452aa21dd897</td>\n",
       "      <td>2.0</td>\n",
       "      <td>False</td>\n",
       "      <td>5c70ee4140549e39609440013bae28b2</td>\n",
       "      <td>5f8f9865ea60860b75384fa508u.jpg</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>799</th>\n",
       "      <td>39</td>\n",
       "      <td>%7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...</td>\n",
       "      <td>{\"jobKind\":\"2\",\"imId\":\"16c9e99cc7e10c1f062c1b1...</td>\n",
       "      <td>['电商产品', 'IT互联网', '电子商务', '产品设计', '移动端产品', '产品...</td>\n",
       "      <td>20220224164403</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>15-25k</td>\n",
       "      <td>广州</td>\n",
       "      <td>47448393</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>https://www.liepin.com/company/12677101/</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td>1-49人</td>\n",
       "      <td>钟先生</td>\n",
       "      <td>人事经理</td>\n",
       "      <td>16c9e99cc7e10c1f062c1b1ee9c7454d</td>\n",
       "      <td>2.0</td>\n",
       "      <td>False</td>\n",
       "      <td>6b69b564e7d96f6957441703e35c1686</td>\n",
       "      <td>5f8f986aea60860b75384fab08u.jpg</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>800</th>\n",
       "      <td>0</td>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>{\"userId\":\"3008edc8b1b12656a3c5bc684e468568\",\"...</td>\n",
       "      <td>['嵌入式硬件产品', '产品经理', '硬件产品经理', '硬件产品', '车载产品', ...</td>\n",
       "      <td>20230426171852</td>\n",
       "      <td>嵌入式硬件产品经理</td>\n",
       "      <td>20-30k</td>\n",
       "      <td>广州-越秀区</td>\n",
       "      <td>51414013</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>https://www.liepin.com/company/12274147/</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>王女士</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1fe1f195fb9b578b4036597854bcf58c</td>\n",
       "      <td>2.0</td>\n",
       "      <td>False</td>\n",
       "      <td>3008edc8b1b12656a3c5bc684e468568</td>\n",
       "      <td>5f8f9865ea60860b75384fa508u.jpg</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>801 rows × 32 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     Unnamed: 0                                           dataInfo  \\\n",
       "0             0  %7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "1             1  %7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "2             2  %7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "3             3  %7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "4             4  %7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "..          ...                                                ...   \n",
       "796          36  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       "797          37  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       "798          38  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       "799          39  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       "800           0  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "\n",
       "                                            dataParams  \\\n",
       "0    {\"recruiterName\":\"梁女士\",\"jobId\":\"49036529\",\"imI...   \n",
       "1    {\"recruiterName\":\"刘女士\",\"jobId\":\"58002363\",\"imI...   \n",
       "2    {\"recruiterName\":\"王女士\",\"jobId\":\"56876529\",\"imI...   \n",
       "3    {\"recruiterName\":\"李女士\",\"jobId\":\"58230073\",\"imI...   \n",
       "4    {\"recruiterName\":\"李先生\",\"jobId\":\"44389755\",\"imI...   \n",
       "..                                                 ...   \n",
       "796  {\"jobKind\":\"2\",\"imId\":\"e225c3f62a005d602599e94...   \n",
       "797  {\"jobKind\":\"2\",\"imId\":\"1fe1f195fb9b578b4036597...   \n",
       "798  {\"jobKind\":\"2\",\"imId\":\"694fd92f6c2e08c7e2ff452...   \n",
       "799  {\"jobKind\":\"2\",\"imId\":\"16c9e99cc7e10c1f062c1b1...   \n",
       "800  {\"userId\":\"3008edc8b1b12656a3c5bc684e468568\",\"...   \n",
       "\n",
       "                                            job.labels  job.refreshTime  \\\n",
       "0                                                   []   20230412095614   \n",
       "1                             ['产品开发', '产品规划', '产品运营']   20230421104505   \n",
       "2                                                   []   20230510113709   \n",
       "3    ['支付产品', '工具产品', '供应链产品', '产品规划', '产品设计', '需求分...   20230429161907   \n",
       "4                                     ['工具产品', '海外产品']   20230504101816   \n",
       "..                                                 ...              ...   \n",
       "796  ['AI人工智能产品', 'IT互联网', '人工智能', '用户研究', '需求分析', ...   20221125101339   \n",
       "797        ['产品经理', '智能硬件产品', '智能硬件', '车载产品', '行车记录仪']   20230426171852   \n",
       "798                                                 []   20230209091607   \n",
       "799  ['电商产品', 'IT互联网', '电子商务', '产品设计', '移动端产品', '产品...   20220224164403   \n",
       "800  ['嵌入式硬件产品', '产品经理', '硬件产品经理', '硬件产品', '车载产品', ...   20230426171852   \n",
       "\n",
       "                      job.title  job.salary  job.dq  job.jobId  job.topJob  \\\n",
       "0                        医药产品经理      15-20k      广州   49036529        True   \n",
       "1                        电商产品经理  10-15k·13薪  广州-越秀区   58002363        True   \n",
       "2    Automation Product Manager  20-40k·13薪  广州-天河区   56876529       False   \n",
       "3                 支付结算产品经理（供应链）  20-40k·16薪  广州-番禺区   58230073       False   \n",
       "4                    项目负责人-出海工具  50-60k·18薪      广州   44389755       False   \n",
       "..                          ...         ...     ...        ...         ...   \n",
       "796                        产品经理      14-17k  广州-天河区   54434179       False   \n",
       "797                高级产品经理（硬件产品）      20-30k  广州-越秀区   51415121       False   \n",
       "798                   护肤品产品开发经理      10-20k  广州-海珠区   55885211       False   \n",
       "799                        产品经理      15-25k      广州   47448393       False   \n",
       "800                   嵌入式硬件产品经理      20-30k  广州-越秀区   51414013       False   \n",
       "\n",
       "     ...                                 comp.link comp.compIndustry  \\\n",
       "0    ...   https://www.liepin.com/company/2051572/                制药   \n",
       "1    ...   https://www.liepin.com/company/9720899/             批发/零售   \n",
       "2    ...   https://www.liepin.com/company/8506529/              医疗器械   \n",
       "3    ...   https://www.liepin.com/company/8537928/               消费品   \n",
       "4    ...                                       NaN           在线社交/媒体   \n",
       "..   ...                                       ...               ...   \n",
       "796  ...  https://www.liepin.com/company/13240331/             计算机软件   \n",
       "797  ...  https://www.liepin.com/company/12274147/             计算机软件   \n",
       "798  ...  https://www.liepin.com/company/13413369/              电子商务   \n",
       "799  ...  https://www.liepin.com/company/12677101/             计算机软件   \n",
       "800  ...  https://www.liepin.com/company/12274147/             计算机软件   \n",
       "\n",
       "    comp.compScale recruiter.recruiterName  recruiter.recruiterTitle  \\\n",
       "0       1000-2000人                     梁女士                       NaN   \n",
       "1           50-99人                     刘女士                      人事经理   \n",
       "2      5000-10000人                     王女士                    人力资源专员   \n",
       "3      5000-10000人                     李女士                        HR   \n",
       "4         100-499人                     李先生                      猎头顾问   \n",
       "..             ...                     ...                       ...   \n",
       "796          1-49人                     杨女士                        HR   \n",
       "797       100-499人                     王女士                       NaN   \n",
       "798         50-99人                     麦女士                        人事   \n",
       "799          1-49人                     钟先生                      人事经理   \n",
       "800       100-499人                     王女士                       NaN   \n",
       "\n",
       "                       recruiter.imId recruiter.imUserType  recruiter.chatted  \\\n",
       "0    d7754d4d4e4aa4da6dadb487287a091a                  2.0              False   \n",
       "1    561ff6e28a2e9cb4aa6795a3148228ff                  2.0              False   \n",
       "2    24c1cab13ef9bc2e801c17c79e240538                  2.0              False   \n",
       "3    01bdff5bdd175f73bed9c63c695716f7                  2.0              False   \n",
       "4    a618aec32f807381e2a6e48d27d32952                  2.0              False   \n",
       "..                                ...                  ...                ...   \n",
       "796  e225c3f62a005d602599e94af0746e13                  2.0              False   \n",
       "797  1fe1f195fb9b578b4036597854bcf58c                  2.0              False   \n",
       "798  694fd92f6c2e08c7e2ff452aa21dd897                  2.0              False   \n",
       "799  16c9e99cc7e10c1f062c1b1ee9c7454d                  2.0              False   \n",
       "800  1fe1f195fb9b578b4036597854bcf58c                  2.0              False   \n",
       "\n",
       "                recruiter.recruiterId         recruiter.recruiterPhoto  \n",
       "0    1cd0965588ebd1dba766278cd27a88c2  5bd962c38e50a3257f7c32d304a.jpg  \n",
       "1    e478580dede58f33b410edb79f6d12d0  5f8f986779c7cc70efbf36c008u.jpg  \n",
       "2    57a52ed73fed146b4c632be0178bfd3f  5f8f98648dbe6273dcf8515508u.jpg  \n",
       "3    4cb038ce180249e5b6d6f34ea69aacf8  62201c0397e97d36de7fadb308u.png  \n",
       "4    7938d3385f4fa15e1077287a6124ac27  61c1856c1fe6ad2b061c38f408u.png  \n",
       "..                                ...                              ...  \n",
       "796  2e7227dee6993722f405701a339a50b5  62a44db9eb7f9e008716ed4208u.png  \n",
       "797  3008edc8b1b12656a3c5bc684e468568  5f8f9865ea60860b75384fa508u.jpg  \n",
       "798  5c70ee4140549e39609440013bae28b2  5f8f9865ea60860b75384fa508u.jpg  \n",
       "799  6b69b564e7d96f6957441703e35c1686  5f8f986aea60860b75384fab08u.jpg  \n",
       "800  3008edc8b1b12656a3c5bc684e468568  5f8f9865ea60860b75384fa508u.jpg  \n",
       "\n",
       "[801 rows x 32 columns]"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.read_excel('liepin_PM_0510.xlsx')\n",
    "df"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8cc91066",
   "metadata": {},
   "source": [
    "## 1.筛选存在数据分析价值的列"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "4427c7d0",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 801 entries, 0 to 800\n",
      "Data columns (total 32 columns):\n",
      " #   Column                    Non-Null Count  Dtype  \n",
      "---  ------                    --------------  -----  \n",
      " 0   Unnamed: 0                801 non-null    int64  \n",
      " 1   dataInfo                  801 non-null    object \n",
      " 2   dataParams                801 non-null    object \n",
      " 3   job.labels                801 non-null    object \n",
      " 4   job.refreshTime           801 non-null    int64  \n",
      " 5   job.title                 801 non-null    object \n",
      " 6   job.salary                801 non-null    object \n",
      " 7   job.dq                    801 non-null    object \n",
      " 8   job.jobId                 801 non-null    int64  \n",
      " 9   job.topJob                801 non-null    bool   \n",
      " 10  job.jobKind               801 non-null    int64  \n",
      " 11  job.link                  801 non-null    object \n",
      " 12  job.requireWorkYears      801 non-null    object \n",
      " 13  job.requireEduLevel       801 non-null    object \n",
      " 14  job.pcOuterLink           0 non-null      float64\n",
      " 15  job.h5OuterLink           0 non-null      float64\n",
      " 16  job.dataPromId            801 non-null    object \n",
      " 17  job.advViewFlag           801 non-null    bool   \n",
      " 18  comp.compId               535 non-null    float64\n",
      " 19  comp.compStage            442 non-null    object \n",
      " 20  comp.compLogo             801 non-null    object \n",
      " 21  comp.compName             801 non-null    object \n",
      " 22  comp.link                 534 non-null    object \n",
      " 23  comp.compIndustry         800 non-null    object \n",
      " 24  comp.compScale            786 non-null    object \n",
      " 25  recruiter.recruiterName   801 non-null    object \n",
      " 26  recruiter.recruiterTitle  733 non-null    object \n",
      " 27  recruiter.imId            800 non-null    object \n",
      " 28  recruiter.imUserType      800 non-null    float64\n",
      " 29  recruiter.chatted         801 non-null    bool   \n",
      " 30  recruiter.recruiterId     800 non-null    object \n",
      " 31  recruiter.recruiterPhoto  801 non-null    object \n",
      "dtypes: bool(3), float64(4), int64(4), object(21)\n",
      "memory usage: 183.9+ KB\n"
     ]
    }
   ],
   "source": [
    "df.info()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "653f39ee",
   "metadata": {},
   "source": [
    "## 2.广州的PM地区分布"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "8596fa45",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>job.labels</th>\n",
       "      <th>job.refreshTime</th>\n",
       "      <th>job.title</th>\n",
       "      <th>job.salary</th>\n",
       "      <th>job.dq</th>\n",
       "      <th>job.topJob</th>\n",
       "      <th>job.requireWorkYears</th>\n",
       "      <th>job.requireEduLevel</th>\n",
       "      <th>comp.compStage</th>\n",
       "      <th>comp.compName</th>\n",
       "      <th>comp.compIndustry</th>\n",
       "      <th>comp.compScale</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>[]</td>\n",
       "      <td>20230412095614</td>\n",
       "      <td>医药产品经理</td>\n",
       "      <td>15-20k</td>\n",
       "      <td>广州</td>\n",
       "      <td>True</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>沪深A股上市</td>\n",
       "      <td>康芝药业股份有限公司</td>\n",
       "      <td>制药</td>\n",
       "      <td>1000-2000人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>['产品开发', '产品规划', '产品运营']</td>\n",
       "      <td>20230421104505</td>\n",
       "      <td>电商产品经理</td>\n",
       "      <td>10-15k·13薪</td>\n",
       "      <td>广州-越秀区</td>\n",
       "      <td>True</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>大专</td>\n",
       "      <td>NaN</td>\n",
       "      <td>广州愚记贸易有限公司</td>\n",
       "      <td>批发/零售</td>\n",
       "      <td>50-99人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>[]</td>\n",
       "      <td>20230510113709</td>\n",
       "      <td>Automation Product Manager</td>\n",
       "      <td>20-40k·13薪</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>False</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>本科</td>\n",
       "      <td>NaN</td>\n",
       "      <td>丹纳赫</td>\n",
       "      <td>医疗器械</td>\n",
       "      <td>5000-10000人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>['支付产品', '工具产品', '供应链产品', '产品规划', '产品设计', '需求分...</td>\n",
       "      <td>20230429161907</td>\n",
       "      <td>支付结算产品经理（供应链）</td>\n",
       "      <td>20-40k·16薪</td>\n",
       "      <td>广州-番禺区</td>\n",
       "      <td>False</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>已上市</td>\n",
       "      <td>上海寻梦信息技术有限公司</td>\n",
       "      <td>消费品</td>\n",
       "      <td>5000-10000人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>['工具产品', '海外产品']</td>\n",
       "      <td>20230504101816</td>\n",
       "      <td>项目负责人-出海工具</td>\n",
       "      <td>50-60k·18薪</td>\n",
       "      <td>广州</td>\n",
       "      <td>False</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>不需要融资</td>\n",
       "      <td>某广州在线社交/媒体公司</td>\n",
       "      <td>在线社交/媒体</td>\n",
       "      <td>100-499人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>796</th>\n",
       "      <td>['AI人工智能产品', 'IT互联网', '人工智能', '用户研究', '需求分析', ...</td>\n",
       "      <td>20221125101339</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>14-17k</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>False</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>本科</td>\n",
       "      <td>融资未公开</td>\n",
       "      <td>广州接入信息科技有限公司</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td>1-49人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>797</th>\n",
       "      <td>['产品经理', '智能硬件产品', '智能硬件', '车载产品', '行车记录仪']</td>\n",
       "      <td>20230426171852</td>\n",
       "      <td>高级产品经理（硬件产品）</td>\n",
       "      <td>20-30k</td>\n",
       "      <td>广州-越秀区</td>\n",
       "      <td>False</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>大专</td>\n",
       "      <td>融资未公开</td>\n",
       "      <td>中视信息</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td>100-499人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>798</th>\n",
       "      <td>[]</td>\n",
       "      <td>20230209091607</td>\n",
       "      <td>护肤品产品开发经理</td>\n",
       "      <td>10-20k</td>\n",
       "      <td>广州-海珠区</td>\n",
       "      <td>False</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>大专</td>\n",
       "      <td>NaN</td>\n",
       "      <td>广州娇肤兰科技有限公司</td>\n",
       "      <td>电子商务</td>\n",
       "      <td>50-99人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>799</th>\n",
       "      <td>['电商产品', 'IT互联网', '电子商务', '产品设计', '移动端产品', '产品...</td>\n",
       "      <td>20220224164403</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>15-25k</td>\n",
       "      <td>广州</td>\n",
       "      <td>False</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>大专</td>\n",
       "      <td>融资未公开</td>\n",
       "      <td>广东速狐信息科技有限公司</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td>1-49人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>800</th>\n",
       "      <td>['嵌入式硬件产品', '产品经理', '硬件产品经理', '硬件产品', '车载产品', ...</td>\n",
       "      <td>20230426171852</td>\n",
       "      <td>嵌入式硬件产品经理</td>\n",
       "      <td>20-30k</td>\n",
       "      <td>广州-越秀区</td>\n",
       "      <td>False</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>大专</td>\n",
       "      <td>融资未公开</td>\n",
       "      <td>中视信息</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td>100-499人</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>801 rows × 12 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                            job.labels  job.refreshTime  \\\n",
       "0                                                   []   20230412095614   \n",
       "1                             ['产品开发', '产品规划', '产品运营']   20230421104505   \n",
       "2                                                   []   20230510113709   \n",
       "3    ['支付产品', '工具产品', '供应链产品', '产品规划', '产品设计', '需求分...   20230429161907   \n",
       "4                                     ['工具产品', '海外产品']   20230504101816   \n",
       "..                                                 ...              ...   \n",
       "796  ['AI人工智能产品', 'IT互联网', '人工智能', '用户研究', '需求分析', ...   20221125101339   \n",
       "797        ['产品经理', '智能硬件产品', '智能硬件', '车载产品', '行车记录仪']   20230426171852   \n",
       "798                                                 []   20230209091607   \n",
       "799  ['电商产品', 'IT互联网', '电子商务', '产品设计', '移动端产品', '产品...   20220224164403   \n",
       "800  ['嵌入式硬件产品', '产品经理', '硬件产品经理', '硬件产品', '车载产品', ...   20230426171852   \n",
       "\n",
       "                      job.title  job.salary  job.dq  job.topJob  \\\n",
       "0                        医药产品经理      15-20k      广州        True   \n",
       "1                        电商产品经理  10-15k·13薪  广州-越秀区        True   \n",
       "2    Automation Product Manager  20-40k·13薪  广州-天河区       False   \n",
       "3                 支付结算产品经理（供应链）  20-40k·16薪  广州-番禺区       False   \n",
       "4                    项目负责人-出海工具  50-60k·18薪      广州       False   \n",
       "..                          ...         ...     ...         ...   \n",
       "796                        产品经理      14-17k  广州-天河区       False   \n",
       "797                高级产品经理（硬件产品）      20-30k  广州-越秀区       False   \n",
       "798                   护肤品产品开发经理      10-20k  广州-海珠区       False   \n",
       "799                        产品经理      15-25k      广州       False   \n",
       "800                   嵌入式硬件产品经理      20-30k  广州-越秀区       False   \n",
       "\n",
       "    job.requireWorkYears job.requireEduLevel comp.compStage comp.compName  \\\n",
       "0                  5-10年                统招本科         沪深A股上市    康芝药业股份有限公司   \n",
       "1                   1-3年                  大专            NaN    广州愚记贸易有限公司   \n",
       "2                  5-10年                  本科            NaN           丹纳赫   \n",
       "3                   1-3年                统招本科            已上市  上海寻梦信息技术有限公司   \n",
       "4                   3-5年               本科及以上          不需要融资  某广州在线社交/媒体公司   \n",
       "..                   ...                 ...            ...           ...   \n",
       "796                 3-5年                  本科          融资未公开  广州接入信息科技有限公司   \n",
       "797                5-10年                  大专          融资未公开          中视信息   \n",
       "798                 3-5年                  大专            NaN   广州娇肤兰科技有限公司   \n",
       "799                5-10年                  大专          融资未公开  广东速狐信息科技有限公司   \n",
       "800                5-10年                  大专          融资未公开          中视信息   \n",
       "\n",
       "    comp.compIndustry comp.compScale  \n",
       "0                  制药     1000-2000人  \n",
       "1               批发/零售         50-99人  \n",
       "2                医疗器械    5000-10000人  \n",
       "3                 消费品    5000-10000人  \n",
       "4             在线社交/媒体       100-499人  \n",
       "..                ...            ...  \n",
       "796             计算机软件          1-49人  \n",
       "797             计算机软件       100-499人  \n",
       "798              电子商务         50-99人  \n",
       "799             计算机软件          1-49人  \n",
       "800             计算机软件       100-499人  \n",
       "\n",
       "[801 rows x 12 columns]"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_PM_gz =  df[['job.labels','job.refreshTime','job.title','job.salary','job.dq','job.topJob','job.requireWorkYears','job.requireEduLevel','comp.compStage','comp.compName','comp.compIndustry','comp.compScale']]\n",
    "df_PM_gz"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "7023370c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "广州        275\n",
       "广州-天河区    155\n",
       "广州-黄埔区    102\n",
       "广州-海珠区     76\n",
       "广州-番禺区     71\n",
       "广州-越秀区     46\n",
       "广州-白云区     43\n",
       "广州-南沙区     15\n",
       "广州-荔湾区      9\n",
       "广州-花都区      5\n",
       "广州-增城区      4\n",
       "Name: job.dq, dtype: int64"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_PM_gz['job.dq'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "af0d28cc",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0                          医药产品经理\n",
       "1                          电商产品经理\n",
       "2      Automation Product Manager\n",
       "3                   支付结算产品经理（供应链）\n",
       "4                      项目负责人-出海工具\n",
       "                  ...            \n",
       "796                          产品经理\n",
       "797                  高级产品经理（硬件产品）\n",
       "798                     护肤品产品开发经理\n",
       "799                          产品经理\n",
       "800                     嵌入式硬件产品经理\n",
       "Name: job.title, Length: 801, dtype: object"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_PM_gz['job.title']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "e2823b27",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['天河区', '黄埔区', '海珠区', '番禺区', '越秀区', '白云区', '南沙区', '荔湾区', '花都区', '增城区']"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "广州地区 = [  i.split('-')[1]       for i in df_PM_gz['job.dq'].value_counts().index.tolist()[1:]]\n",
    "广州地区"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "5ecd8604",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[155, 102, 76, 71, 46, 43, 15, 9, 5, 4]"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "广州_岗位个数 = df_PM_gz['job.dq'].value_counts().values.tolist()[1:]\n",
    "广州_岗位个数"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "afcad975",
   "metadata": {},
   "source": [
    "## 3.职位分布"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "239195b5",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "3           [支付结算产品经理, 供应链）]\n",
       "8      [产品经理, EHS，能用管理，碳排放）]\n",
       "9              [产品经理, 基因检测）]\n",
       "10        [产品经理, 日结中心）-国企正编]\n",
       "14      [高级产品经理, 业务中台） 外企正编]\n",
       "               ...          \n",
       "760    [展业系统主任 / 产品经理, 小程序）]\n",
       "764              [产品经理, B端）]\n",
       "770            [产品经理, 工控主板）]\n",
       "784              [产品经理, 临床）]\n",
       "797          [高级产品经理, 硬件产品）]\n",
       "Name: job.title, Length: 227, dtype: object"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_PM_gz['job.title'][df_PM_gz['job.title'].str.contains('（')].str.split('（')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "31d39b5a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "产品经理                            183\n",
       "高级产品经理                           31\n",
       "软件产品经理                           16\n",
       "AI产品经理                           12\n",
       "电商产品经理                           10\n",
       "                               ... \n",
       "IT产品经理岗（资产托管方向）                   1\n",
       "AI应用产品经理（推荐、预测类，实操算法、应用场景设计）      1\n",
       "潮玩盲盒产品经理                          1\n",
       "产品经理(妇瘤领域）                        1\n",
       "嵌入式硬件产品经理                         1\n",
       "Name: job.title, Length: 467, dtype: int64"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_PM_gz['job.title'].value_counts()"
   ]
  }
 ],
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     "delete_cmd_postfix": ") ",
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